title
Advance your Career with PG Program in Machine Learning | PGP ML Webinar | Great Learning

description
🔥1000+ Free Courses With Free Certificates: https://www.mygreatlearning.com/academy?ambassador_code=GLYT_DES_Top_SEP22&utm_source=GLYT&utm_campaign=GLYT_DES_Top_SEP22 Do you want to make a career in Machine Learning? Are you working professional thinking to switch your job to the Machine learning domain? Then the Great Lakes PGPML program is the right place for you. The need for ML professionals in today's industry is ever growing. This program will provide you with an industrial interface, practical and flexible curriculum well equipped with live projects, online and offline classes. It will also provide its candidates with dual certification from Great Lakes and Stuart School, IIT Chicago, thereby that catering to the need of students and industry. - Great Learning has collaborated with the University of Texas at Austin for the PG Program in Artificial Intelligence and Machine Learning and with UT Austin McCombs School of Business for the PG Program in Analytics and Business Intelligence. #GreatLearning #GreatLakes #MachineLearning #ML About Great Learning: - Great Learning is an online and hybrid learning company that offers high-quality, impactful, and industry-relevant programs to working professionals like you. These programs help you master data-driven decision-making regardless of the sector or function you work in and accelerate your career in high growth areas like Data Science, Big Data Analytics, Machine Learning, Artificial Intelligence & more. - Watch the video to know ''Why is there so much hype around 'Artificial Intelligence'?'' https://www.youtube.com/watch?v=VcxpBYAAnGM - What is Machine Learning & its Applications? https://www.youtube.com/watch?v=NsoHx0AJs-U - Do you know what the three pillars of Data Science? Here explaining all about the pillars of Data Science: https://www.youtube.com/watch?v=xtI2Qa4v670 - Want to know more about careers in Data Science & Engineering? Watch this video: https://www.youtube.com/watch?v=0Ue_plL55jU - For more interesting tutorials, don't forget to Subscribe our channel: https://bit.ly/2s92TDX - Learn More at https://www.greatlearning.in/ For more updates on courses and tips follow us on: - Google Plus: https://plus.google.com/u/0/108438615307549697541 - Facebook: https://www.facebook.com/GreatLearningOfficial/ - LinkedIn: https://www.linkedin.com/company/great-learning/ - Follow our Blog: https://www.greatlearning.in/blog/?utm_source=Youtube

detail
{'title': 'Advance your Career with PG Program in Machine Learning | PGP ML Webinar | Great Learning', 'heatmap': [], 'summary': "The webinar covers hari's online presentation setup, the increasing demand for machine learning, rapid growth of the sector in india, scale of data consumption in an internet minute, machine learning fundamentals and career paths, dual certification benefits, comprehensive pgp-ml curriculum, a new data science program preview, and the capstone project's relevance for engineering professionals with a predicted 8-fold increase to $16 billion by 2025 in india's machine learning and data science sector.", 'chapters': [{'end': 200.439, 'segs': [{'end': 35.737, 'src': 'embed', 'start': 5.828, 'weight': 0, 'content': [{'end': 6.868, 'text': 'Hello, good evening everybody.', 'start': 5.828, 'duration': 1.04}, {'end': 7.588, 'text': 'My name is Hari.', 'start': 6.908, 'duration': 0.68}, {'end': 9.509, 'text': "I'm doing a quick mic check here.", 'start': 8.148, 'duration': 1.361}, {'end': 12.81, 'text': 'I hope you all can hear me and you can also see my screen.', 'start': 9.609, 'duration': 3.201}, {'end': 22.772, 'text': "If any of you are having any trouble in terms of any audio issues or if you're not able to see my screen,", 'start': 13.93, 'duration': 8.842}, {'end': 28.893, 'text': 'please do drop in a message through the chat window or through the questions window so that our team can look into it.', 'start': 22.772, 'duration': 6.121}, {'end': 32.735, 'text': "We're just waiting for a few more folks who are having trouble to join in.", 'start': 29.534, 'duration': 3.201}, {'end': 35.737, 'text': "We're just going to give them a couple of minutes, and then we'll get started on this.", 'start': 33.056, 'duration': 2.681}], 'summary': 'Hari conducts a mic check and addresses potential audio and visual issues before starting the session.', 'duration': 29.909, 'max_score': 5.828, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR05828.jpg'}], 'start': 5.828, 'title': "Hari's online presentation setup", 'summary': "Covers hari's online presentation setup and troubleshooting, emphasizing the importance of audio and screen visibility, and encouraging participants to communicate issues via chat or questions window.", 'chapters': [{'end': 200.439, 'start': 5.828, 'title': 'Online presentation setup', 'summary': "Covers hari's online presentation setup and troubleshooting, emphasizing the importance of audio and screen visibility, and encouraging participants to communicate issues via chat or questions window.", 'duration': 194.611, 'highlights': ['Hari emphasizes the importance of audio and screen visibility for the online presentation setup, ensuring that participants can hear and see properly.', 'Encourages participants to communicate any audio or screen visibility issues through the chat or questions window for prompt assistance.', 'Hari conducts a mic check and addresses potential audio issues, showing attentiveness to ensuring clear communication for all participants.']}], 'duration': 194.611, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR05828.jpg', 'highlights': ['Hari emphasizes the importance of audio and screen visibility for the online presentation setup, ensuring that participants can hear and see properly.', 'Hari conducts a mic check and addresses potential audio issues, showing attentiveness to ensuring clear communication for all participants.', 'Encourages participants to communicate any audio or screen visibility issues through the chat or questions window for prompt assistance.']}, {'end': 495.997, 'segs': [{'end': 228.158, 'src': 'embed', 'start': 200.699, 'weight': 5, 'content': [{'end': 205.222, 'text': 'I am the admissions director at Great Lakes for the postgraduate program in machine learning.', 'start': 200.699, 'duration': 4.523}, {'end': 210.206, 'text': 'First of all, thank you so much for joining me on a Tuesday evening or workday evening.', 'start': 206.123, 'duration': 4.083}, {'end': 218.932, 'text': 'I think that talks a lot about your commitment towards learning and the interest you have in this exciting new field and this exciting emerging area of machine learning.', 'start': 210.306, 'duration': 8.626}, {'end': 228.158, 'text': 'Given that We get so many requests every day regarding careers in machine learning and what should one be learning in machine learning.', 'start': 220.774, 'duration': 7.384}], 'summary': 'Admissions director discusses interest in machine learning and career guidance.', 'duration': 27.459, 'max_score': 200.699, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR0200699.jpg'}, {'end': 284.923, 'src': 'embed', 'start': 244.83, 'weight': 3, 'content': [{'end': 246.811, 'text': 'The first half is all about.', 'start': 244.83, 'duration': 1.981}, {'end': 248.132, 'text': 'why machine learning?', 'start': 246.811, 'duration': 1.321}, {'end': 249.373, 'text': 'Why is there so much demand?', 'start': 248.212, 'duration': 1.161}, {'end': 250.634, 'text': 'What are the industry trends?', 'start': 249.433, 'duration': 1.201}, {'end': 253.274, 'text': 'and also kind of demystifying machine learning.', 'start': 251.132, 'duration': 2.142}, {'end': 258.598, 'text': "It's such a heavy term that's being used nowadays, but what does it really mean?", 'start': 253.594, 'duration': 5.004}, {'end': 259.899, 'text': 'And what could it mean for you?', 'start': 258.718, 'duration': 1.181}, {'end': 265.984, 'text': "So what kind of skill set should you build if you're serious about latching on to this trend?", 'start': 260.019, 'duration': 5.965}, {'end': 273.936, 'text': 'And the next part would be about our program in machine learning, which is considered as one of the best programs in the country today.', 'start': 267.105, 'duration': 6.831}, {'end': 277.239, 'text': 'Doing a detailed walkthrough of the curriculum.', 'start': 275.277, 'duration': 1.962}, {'end': 284.923, 'text': "What do we teach? How do we teach? What can you expect from the program? And then, of course, we'll open up the floor for questions.", 'start': 277.399, 'duration': 7.524}], 'summary': "Exploring the demand for machine learning, its significance, and a detailed overview of the program's curriculum.", 'duration': 40.093, 'max_score': 244.83, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR0244830.jpg'}, {'end': 363.836, 'src': 'embed', 'start': 312.751, 'weight': 0, 'content': [{'end': 316.053, 'text': 'And why is it being said that the future is all about machine learning?', 'start': 312.751, 'duration': 3.302}, {'end': 320.637, 'text': 'If you look at some stats that are being put around at,', 'start': 317.855, 'duration': 2.782}, {'end': 327.509, 'text': 'NASSCOM itself predicts that machine learning and data science sector in India is likely to witness an eight-fold growth,', 'start': 320.637, 'duration': 6.872}, {'end': 333.331, 'text': 'from $2 billion in 2017 to about $16 billion in 2025..', 'start': 327.509, 'duration': 5.822}, {'end': 338.374, 'text': 'So the industry in India itself is likely to grow by $8 billion.', 'start': 333.331, 'duration': 5.043}, {'end': 345.937, 'text': 'McKinsey predicts that India is likely to become one of the top two markets for machine learning by 2020, superseded only by US.', 'start': 340.274, 'duration': 5.663}, {'end': 351.947, 'text': 'can actually look at.', 'start': 350.766, 'duration': 1.181}, {'end': 356.57, 'text': 'you know the recent trends and recent quotes by leaders from technology companies,', 'start': 351.947, 'duration': 4.623}, {'end': 360.733, 'text': 'and you will see that all of them are pointing towards the emergence of machine learning.', 'start': 356.57, 'duration': 4.163}, {'end': 362.635, 'text': 'and why?', 'start': 360.733, 'duration': 1.902}, {'end': 363.836, 'text': 'machine learning and ai?', 'start': 362.635, 'duration': 1.201}], 'summary': 'Machine learning sector in india to witness eight-fold growth from $2 billion in 2017 to about $16 billion in 2025, making india one of the top two markets for machine learning by 2020, superseded only by us.', 'duration': 51.085, 'max_score': 312.751, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR0312751.jpg'}, {'end': 454.744, 'src': 'embed', 'start': 426.46, 'weight': 2, 'content': [{'end': 430.403, 'text': 'who want to hire people with machine learning degrees and machine learning competencies.', 'start': 426.46, 'duration': 3.943}, {'end': 439.455, 'text': 'An interesting survey point that also came across is that if we globally, if you look at data scientists and machine learning engineers,', 'start': 432.911, 'duration': 6.544}, {'end': 444.257, 'text': 'then more than half of them actually have a post graduate degree.', 'start': 439.455, 'duration': 4.802}, {'end': 454.744, 'text': 'And that again points to a fact that this is a skill set that needs hard work and persistence to acquire.', 'start': 444.898, 'duration': 9.846}], 'summary': 'Over half of data scientists and machine learning engineers have a post graduate degree, highlighting the need for hard work and persistence in acquiring these skills.', 'duration': 28.284, 'max_score': 426.46, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR0426460.jpg'}], 'start': 200.699, 'title': 'Machine learning advancements', 'summary': 'Discusses the increasing demand for machine learning and outlines the curriculum at great lakes. it emphasizes the importance of the skill set required for a career in machine learning. additionally, it highlights the rapid growth of the machine learning and data science sector in india, with predictions of an eight-fold increase to $16 billion by 2025, making it a critical skill set for individuals seeking career growth and security, as well as an essential requirement for businesses and tech companies looking to hire talent in this field.', 'chapters': [{'end': 312.17, 'start': 200.699, 'title': 'Machine learning webinar insights', 'summary': 'Discusses the increasing demand for machine learning, demystifying the concept, and outlines the curriculum of the program at great lakes, while emphasizing the importance of the skill set required for a career in machine learning.', 'duration': 111.471, 'highlights': ['The program in machine learning is considered one of the best in the country today, providing insights into the curriculum and emphasizing the importance of the skill set required for a career in machine learning. The chapter outlines the program at Great Lakes as one of the best in the country, providing insights into the curriculum and emphasizing the importance of the skill set required for a career in machine learning.', 'Discussing the increasing demand for machine learning and demystifying the concept, shedding light on the industry trends and the essential skill set needed for a career in machine learning. The chapter delves into the increasing demand for machine learning, demystifying the concept, shedding light on the industry trends, and the essential skill set needed for a career in machine learning.', 'Encouraging questions and interactions by inviting participants to type in their queries, with a commitment to address them at the end of the webinar. The admissions director encourages questions and interactions by inviting participants to type in their queries, with a commitment to address them at the end of the webinar.']}, {'end': 495.997, 'start': 312.751, 'title': 'The rise of machine learning in india', 'summary': 'Highlights the rapid growth of the machine learning and data science sector in india, with predictions of an eight-fold increase to $16 billion by 2025, making it a critical skill set for individuals seeking career growth and security, as well as an essential requirement for businesses and tech companies looking to hire talent in this field.', 'duration': 183.246, 'highlights': ['The machine learning and data science sector in India is predicted to witness an eight-fold growth, from $2 billion in 2017 to about $16 billion in 2025. This quantifiable data showcases the substantial growth expected in the machine learning and data science sector in India, emphasizing its increasing importance in the future job market.', "McKinsey predicts that India is likely to become one of the top two markets for machine learning by 2020, superseded only by the US. The prediction by McKinsey further solidifies the significance of India in the global machine learning market, indicating the country's potential as a major player in this sector.", 'More than half of data scientists and machine learning engineers globally have a postgraduate degree, highlighting the need for hard work and persistence in acquiring this skill set. This statistic emphasizes the rigorous and advanced level of education required for individuals seeking to excel in the field of machine learning and data science.']}], 'duration': 295.298, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR0200699.jpg', 'highlights': ['The machine learning and data science sector in India is predicted to witness an eight-fold growth, from $2 billion in 2017 to about $16 billion in 2025.', 'McKinsey predicts that India is likely to become one of the top two markets for machine learning by 2020, superseded only by the US.', 'More than half of data scientists and machine learning engineers globally have a postgraduate degree, highlighting the need for hard work and persistence in acquiring this skill set.', 'The program in machine learning at Great Lakes is considered one of the best in the country today, providing insights into the curriculum and emphasizing the importance of the skill set required for a career in machine learning.', 'Discussing the increasing demand for machine learning and demystifying the concept, shedding light on the industry trends and the essential skill set needed for a career in machine learning.', 'The admissions director encourages questions and interactions by inviting participants to type in their queries, with a commitment to address them at the end of the webinar.']}, {'end': 1264.229, 'segs': [{'end': 577.008, 'src': 'embed', 'start': 496.717, 'weight': 0, 'content': [{'end': 498.258, 'text': 'This is a very famous infographic.', 'start': 496.717, 'duration': 1.541}, {'end': 499.399, 'text': "It's published every year.", 'start': 498.398, 'duration': 1.001}, {'end': 502.922, 'text': 'In fact, 2018 was published just a few days back.', 'start': 499.539, 'duration': 3.383}, {'end': 508.066, 'text': 'This is what happens in an internet minute in the world we live in.', 'start': 503.702, 'duration': 4.364}, {'end': 512.989, 'text': 'So in 2017, just looking at some of these marquee names.', 'start': 508.106, 'duration': 4.883}, {'end': 517.712, 'text': 'So in 2017, in 60 seconds, in one minute, there were 3.5 million search queries on Google.', 'start': 513.029, 'duration': 4.683}, {'end': 521.369, 'text': 'There were about 900,000 logins at Facebook.', 'start': 519.087, 'duration': 2.282}, {'end': 528.353, 'text': 'Cumulatively, 70,000 hours of Netflix videos were watched.', 'start': 522.49, 'duration': 5.863}, {'end': 532.195, 'text': '450,000, 450,000 tweets were sent.', 'start': 528.373, 'duration': 3.822}, {'end': 533.575, 'text': '4.1 million videos were viewed.', 'start': 532.415, 'duration': 1.16}, {'end': 536.637, 'text': "And I've just picked out some of these data points.", 'start': 534.036, 'duration': 2.601}, {'end': 542.4, 'text': 'And of course, these are put together with marking names so that all of us can relate to them.', 'start': 536.697, 'duration': 5.703}, {'end': 546.422, 'text': "But that doesn't mean that this is the only scale of data consumption.", 'start': 543.24, 'duration': 3.182}, {'end': 550.532, 'text': 'So you can see the world that we are living in.', 'start': 547.99, 'duration': 2.542}, {'end': 559.917, 'text': 'Every year, data generation and data consumption and data distribution is actually increasing exponentially.', 'start': 551.852, 'duration': 8.065}, {'end': 569.944, 'text': 'Now, if these products have to, and the other counterpart here is also that data for everybody is an asset today.', 'start': 562.239, 'duration': 7.705}, {'end': 577.008, 'text': 'So all these businesses that are listed here, plus businesses in general, are looking at data as an asset.', 'start': 569.964, 'duration': 7.044}], 'summary': 'In an internet minute, there were 3.5m google searches, 900k facebook logins, 70k hours of netflix watched, 450k tweets, and 4.1m videos viewed in 2017, reflecting exponential data consumption.', 'duration': 80.291, 'max_score': 496.717, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR0496717.jpg'}, {'end': 734.467, 'src': 'embed', 'start': 678.999, 'weight': 2, 'content': [{'end': 688.375, 'text': "it's saying that in 2018, the number of machine learning implementations are likely to be double of that that happened in 2017..", 'start': 678.999, 'duration': 9.376}, {'end': 692.9, 'text': "And similarly by 2020, it's likely to be double of what is happening in 2018.", 'start': 688.375, 'duration': 4.525}, {'end': 698.106, 'text': 'So you can see that the industries are almost doubling every one to two years,', 'start': 692.9, 'duration': 5.206}, {'end': 703.552, 'text': 'and that is a fantastic space to be in if you think selfishly about your own career.', 'start': 698.106, 'duration': 5.446}, {'end': 709.541, 'text': 'Another very telling data point is the spending focus.', 'start': 705.32, 'duration': 4.221}, {'end': 718.903, 'text': 'What are businesses spending today to transition to machine learning? So in 2017, that spend globally was about $12 billion.', 'start': 709.561, 'duration': 9.342}, {'end': 723.964, 'text': "And by 2021, that's likely to be $57.6 billion.", 'start': 719.363, 'duration': 4.601}, {'end': 726.405, 'text': 'So almost 5x in four years.', 'start': 724.245, 'duration': 2.16}, {'end': 734.467, 'text': 'That is the rate of growth that everybody is expecting machine learning to drive in the businesses around us.', 'start': 726.785, 'duration': 7.682}], 'summary': 'By 2020, machine learning implementations are expected to double from 2018, with global spending likely to increase to $57.6 billion by 2021, showing a 5x growth in four years.', 'duration': 55.468, 'max_score': 678.999, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR0678999.jpg'}, {'end': 884.888, 'src': 'embed', 'start': 830.912, 'weight': 4, 'content': [{'end': 840.485, 'text': 'what we have seen is that machine learning jobs right now are easily paying about 50% higher in terms of salaries than your traditional IT careers.', 'start': 830.912, 'duration': 9.573}, {'end': 843.028, 'text': 'So the same if you compare Apple to Apple.', 'start': 840.505, 'duration': 2.523}, {'end': 851.733, 'text': 'You know the same professional who is probably earlier working in an IT services role If he or she transitions to machine learning.', 'start': 844.03, 'duration': 7.703}, {'end': 853.634, 'text': 'you know from our own alumni data set.', 'start': 851.733, 'duration': 1.901}, {'end': 862.658, 'text': 'We see similar kind of salary hikes As per the job demand today.', 'start': 853.674, 'duration': 8.984}, {'end': 867.68, 'text': 'You know, there is a shortfall of about hundred thousand machine learning engineers and data scientists in India by the end of 2018,', 'start': 862.658, 'duration': 5.022}, {'end': 873.022, 'text': "and there's no way that you know this demand is going to get met right.", 'start': 867.68, 'duration': 5.342}, {'end': 884.888, 'text': 'but What is more important is that if you can present yourself as a worthy candidate, then there is a lot of opportunity here.', 'start': 873.022, 'duration': 11.866}], 'summary': 'Machine learning jobs pay 50% more than traditional it careers; india faces a shortfall of 100,000 ml engineers and data scientists by 2018.', 'duration': 53.976, 'max_score': 830.912, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR0830912.jpg'}], 'start': 496.717, 'title': 'Internet minute and rise of machine learning in businesses', 'summary': 'Illustrates the scale of data consumption in an internet minute, with highlights including 3.5 million search queries on google, 900,000 logins at facebook, 70,000 hours of netflix videos watched, 450,000 tweets sent, and 4.1 million videos viewed in 60 seconds. it also highlights the exponential growth of data and the increasing demand for machine learning talent, with predictions of machine learning implementation intensifying by several folds in 2018 and the spending on machine learning projected to increase by 5x from 2017 to 2021, leading to a significant talent gap and creating lucrative career opportunities in the field.', 'chapters': [{'end': 550.532, 'start': 496.717, 'title': 'Internet minute: a snapshot', 'summary': 'Illustrates the scale of data consumption in an internet minute, with highlights including 3.5 million search queries on google, 900,000 logins at facebook, 70,000 hours of netflix videos watched, 450,000 tweets sent, and 4.1 million videos viewed in 60 seconds.', 'duration': 53.815, 'highlights': ['In an internet minute, there were 3.5 million search queries on Google, 900,000 logins at Facebook, and 70,000 hours of Netflix videos watched.', '450,000 tweets were sent, and 4.1 million videos were viewed in just one minute in 2017.']}, {'end': 1264.229, 'start': 551.852, 'title': 'Rise of machine learning in businesses', 'summary': 'Highlights the exponential growth of data and the increasing demand for machine learning talent, with predictions of machine learning implementation intensifying by several folds in 2018 and the spending on machine learning projected to increase by 5x from 2017 to 2021, leading to a significant talent gap and creating lucrative career opportunities in the field.', 'duration': 712.377, 'highlights': ['The spending on machine learning is projected to increase from $12 billion in 2017 to $57.6 billion by 2021, indicating a 5x growth in four years. The transcript mentions the significant increase in global spending on machine learning, from $12 billion in 2017 to a projected $57.6 billion by 2021, highlighting the rapid growth and investment in this field.', "The prediction that machine learning implementation is likely to double in 2018 compared to 2017, and then double again by 2020, demonstrating the intensifying demand for machine learning. Deloitte's prediction indicates that the number of machine learning implementations is expected to double in 2018 compared to 2017 and then double again by 2020, emphasizing the escalating demand for machine learning in businesses.", 'The estimated shortfall of about hundred thousand machine learning engineers and data scientists in India by the end of 2018, creating a significant talent gap and lucrative career opportunities in machine learning. The transcript highlights the anticipated shortfall of about hundred thousand machine learning engineers and data scientists in India by the end of 2018, emphasizing the existing talent gap and the potential for rewarding career opportunities in machine learning.', 'The revelation that machine learning jobs are paying about 50% higher salaries than traditional IT careers, indicating the financial benefits and attractiveness of pursuing a career in machine learning. The transcript emphasizes that machine learning jobs are paying about 50% higher salaries than traditional IT careers, indicating the financial rewards and attractiveness of pursuing a career in machine learning.', "The exponential growth of data generation, consumption, and distribution, leading to businesses viewing data as a valuable asset and making decisions based on mined data, highlighting the significance of data in today's business landscape. The transcript underscores the exponential growth of data generation, consumption, and distribution, leading businesses to view data as a valuable asset and make decisions based on mined data, emphasizing the crucial role of data in today's business landscape."]}], 'duration': 767.512, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR0496717.jpg', 'highlights': ['In an internet minute, 3.5M search queries on Google, 900K logins at Facebook, and 70K hours of Netflix videos watched.', '450K tweets sent, and 4.1M videos viewed in just one minute in 2017.', 'Spending on machine learning projected to increase from $12B in 2017 to $57.6B by 2021, indicating 5x growth in 4 years.', 'Prediction that machine learning implementation likely to double in 2018 compared to 2017, and then double again by 2020.', 'Estimated shortfall of about 100K machine learning engineers and data scientists in India by end of 2018, creating significant talent gap and lucrative career opportunities.', 'Machine learning jobs paying about 50% higher salaries than traditional IT careers, indicating financial benefits and attractiveness of pursuing a career in machine learning.', 'Exponential growth of data generation, consumption, and distribution, leading to businesses viewing data as a valuable asset and making decisions based on mined data.']}, {'end': 1726.845, 'segs': [{'end': 1295.038, 'src': 'embed', 'start': 1264.269, 'weight': 6, 'content': [{'end': 1268.03, 'text': 'So that is something that the algorithm is capable of doing.', 'start': 1264.269, 'duration': 3.761}, {'end': 1268.871, 'text': "that's how it's been.", 'start': 1268.03, 'duration': 0.841}, {'end': 1272.772, 'text': "that's a machine learning technique that you use there, the clustering technique that you use there.", 'start': 1268.871, 'duration': 3.901}, {'end': 1274.313, 'text': "that's the clustering logic that you use there.", 'start': 1272.772, 'duration': 1.541}, {'end': 1277.453, 'text': 'So that is a simple example of unsupervised learning.', 'start': 1274.912, 'duration': 2.541}, {'end': 1281.234, 'text': 'So broadly, machine learning breaks down into these two areas.', 'start': 1277.513, 'duration': 3.721}, {'end': 1284.815, 'text': 'There is supervised learning, and then there is unsupervised learning.', 'start': 1282.054, 'duration': 2.761}, {'end': 1289.977, 'text': 'And within those there are, of course, a lot of techniques that one needs to know and, more importantly,', 'start': 1285.175, 'duration': 4.802}, {'end': 1295.038, 'text': 'techniques not just from a theoretical standpoint, but techniques from an industry application standpoint.', 'start': 1289.977, 'duration': 5.061}], 'summary': 'Machine learning includes supervised and unsupervised learning techniques, such as clustering for unsupervised learning.', 'duration': 30.769, 'max_score': 1264.269, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR01264269.jpg'}, {'end': 1367.318, 'src': 'embed', 'start': 1324.468, 'weight': 0, 'content': [{'end': 1330.651, 'text': "you should be good in points doesn't mean you have to be a mathematician or a math olympiadian, or you have to be a statistician.", 'start': 1324.468, 'duration': 6.183}, {'end': 1331.812, 'text': "that's not the point.", 'start': 1330.651, 'duration': 1.161}, {'end': 1340.344, 'text': 'the point is that you know Basic algebra, and 10 to 12 maths is something that you will have to get back to.', 'start': 1331.812, 'duration': 8.532}, {'end': 1347.308, 'text': 'And that is where the foundation of machine learning is based, especially in linear algebra and so on.', 'start': 1340.944, 'duration': 6.364}, {'end': 1348.889, 'text': 'So that is something that you should be comfortable.', 'start': 1347.468, 'duration': 1.421}, {'end': 1352.972, 'text': 'So if you come with a good background in quantitative ability, that always helps.', 'start': 1349.049, 'duration': 3.923}, {'end': 1356.134, 'text': 'The other bit is programming experience.', 'start': 1354.412, 'duration': 1.722}, {'end': 1358.455, 'text': 'So this is something that will really help you.', 'start': 1356.874, 'duration': 1.581}, {'end': 1365.097, 'text': 'And essentially, if you are serious about a career in machine learning, then you have to get good at Python.', 'start': 1358.655, 'duration': 6.442}, {'end': 1367.318, 'text': 'So programming experience.', 'start': 1365.757, 'duration': 1.561}], 'summary': 'Understanding basic algebra and having 10-12 maths foundation, along with good programming experience, particularly in python, is crucial for a career in machine learning.', 'duration': 42.85, 'max_score': 1324.468, 'thumbnail': ''}, {'end': 1423.181, 'src': 'embed', 'start': 1389.809, 'weight': 2, 'content': [{'end': 1395.27, 'text': 'it will always be about solving business problems or applications of machine learning,', 'start': 1389.809, 'duration': 5.461}, {'end': 1399.631, 'text': 'which will all go into what kind of problems and challenges are getting solved using machine learning.', 'start': 1395.27, 'duration': 4.361}, {'end': 1408.153, 'text': 'So it is really important to have a logical and analytical thought process so that you can think through a problem,', 'start': 1400.031, 'duration': 8.122}, {'end': 1412.374, 'text': 'you can structure a solution and thereby start implementing an answer.', 'start': 1408.153, 'duration': 4.221}, {'end': 1423.181, 'text': 'The other aspect, which is extremely important, is that you should have a knack and a liking towards continuous learning.', 'start': 1414.574, 'duration': 8.607}], 'summary': 'Solve business problems with machine learning, emphasizing logical thinking and continuous learning.', 'duration': 33.372, 'max_score': 1389.809, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR01389809.jpg'}, {'end': 1516.585, 'src': 'embed', 'start': 1490.481, 'weight': 5, 'content': [{'end': 1496.162, 'text': 'Then, of course, a deep dive into machine learning techniques, the various techniques that are there.', 'start': 1490.481, 'duration': 5.681}, {'end': 1497.082, 'text': 'how were they used?', 'start': 1496.162, 'duration': 0.92}, {'end': 1497.942, 'text': 'when are they used?', 'start': 1497.082, 'duration': 0.86}, {'end': 1504.935, 'text': 'what are the pros and cons of each of those, and understanding its application to industry problems?', 'start': 1497.942, 'duration': 6.993}, {'end': 1509.999, 'text': "So it doesn't do you any good if you just know clustering from a theoretical standpoint.", 'start': 1504.975, 'duration': 5.024}, {'end': 1512.641, 'text': 'Ultimately, you have to know when and how to use it.', 'start': 1510.099, 'duration': 2.542}, {'end': 1516.585, 'text': 'And that only comes with lots and lots of applications.', 'start': 1513.422, 'duration': 3.163}], 'summary': 'Deep dive into machine learning techniques, understanding usage and applications to industry problems.', 'duration': 26.104, 'max_score': 1490.481, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR01490481.jpg'}, {'end': 1726.845, 'src': 'embed', 'start': 1656.519, 'weight': 3, 'content': [{'end': 1664.183, 'text': "there are various elements, such as machine learning lab, several projects, several assignments, one key capstone project that you'll be doing,", 'start': 1656.519, 'duration': 7.664}, {'end': 1665.224, 'text': 'and also hackathons.', 'start': 1664.183, 'duration': 1.041}, {'end': 1676.35, 'text': 'All of these are designed and conducted with a worldview of helping you get more exposure to more problems and data sets so that you get better with time.', 'start': 1666.084, 'duration': 10.266}, {'end': 1682.993, 'text': "The format is such that it's a mix of weekend classroom and online sessions.", 'start': 1677.69, 'duration': 5.303}, {'end': 1691.36, 'text': 'so there are about 120 hours that you would be learning through weekend classroom sessions where you would be interacting in person with faculty and industry,', 'start': 1682.993, 'duration': 8.367}, {'end': 1693.762, 'text': 'guests and your peers.', 'start': 1691.36, 'duration': 2.402}, {'end': 1703.43, 'text': 'and beyond that, there is about 100 hours of online learning, which consists of assignments, of some recorded videos you know, self learning,', 'start': 1693.762, 'duration': 9.668}, {'end': 1705.932, 'text': 'material assessments and so on so forth.', 'start': 1703.43, 'duration': 2.502}, {'end': 1712.677, 'text': 'The PGP-ML program currently happens across five cities.', 'start': 1708.154, 'duration': 4.523}, {'end': 1719.14, 'text': 'So we have learning centers established in Bangalore, Chennai, Hyderabad, Gurgaon, and Pune.', 'start': 1713.657, 'duration': 5.483}, {'end': 1721.162, 'text': 'These are all the cities where the program is being offered.', 'start': 1719.16, 'duration': 2.002}, {'end': 1726.845, 'text': 'And, as I said earlier, it carries a dual certification with it,', 'start': 1722.883, 'duration': 3.962}], 'summary': 'The pgp-ml program includes 120 hours of weekend classroom sessions and 100 hours of online learning, offered in five cities and culminating in a dual certification.', 'duration': 70.326, 'max_score': 1656.519, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR01656519.jpg'}], 'start': 1264.269, 'title': 'Machine learning fundamentals and career paths', 'summary': 'Provides an overview of machine learning, focusing on supervised and unsupervised learning techniques, and emphasizes essential career skills including proficiency in algebra, python programming, analytical thinking, and continuous learning mindset. it also discusses a postgraduate program in machine learning, highlighting its structure, duration, hands-on exposure, and benefits of a six-month executive program with weekend classroom and online sessions.', 'chapters': [{'end': 1297.599, 'start': 1264.269, 'title': 'Machine learning techniques overview', 'summary': 'Discusses the basics of machine learning, focusing on supervised and unsupervised learning, with an emphasis on industry application techniques.', 'duration': 33.33, 'highlights': ["Unsupervised learning is exemplified through a clustering technique, demonstrating the algorithm's capability.", 'The discussion emphasizes the importance of understanding industry application techniques in machine learning.', 'The chapter introduces the broad categories of machine learning: supervised learning and unsupervised learning.']}, {'end': 1534.788, 'start': 1303.221, 'title': 'Machine learning career skills', 'summary': 'Emphasizes the essential skill sets required for a career in machine learning, including proficiency in algebra and quantitative ability, programming experience in python, analytical thought process, and a continuous learning mindset.', 'duration': 231.567, 'highlights': ['Proficiency in algebra and quantitative ability is essential for a career in machine learning, with a focus on basic algebra and a strong foundation in linear algebra and 10 to 12 maths. Basic algebra, 10 to 12 maths', 'Programming experience, particularly in Python, is crucial for a career in machine learning and is highly valued by the industry. Python programming', 'An analytical thought process is vital for solving business problems and applications of machine learning, emphasizing the need for logical thinking and structured solutions. Logical and analytical thought process', 'A continuous learning mindset is imperative in the field of machine learning due to its rapid evolution, requiring the ability to interpret algorithms, understand problem statements, and create solutions. Continuous learning mindset']}, {'end': 1726.845, 'start': 1534.788, 'title': 'Machine learning postgraduate program', 'summary': 'Discusses the post-graduate program in machine learning, highlighting its structure, duration, hands-on exposure, and learning centers across five cities, specifically emphasizing the benefits of a six-month executive program with a combination of weekend classroom and online sessions.', 'duration': 192.057, 'highlights': ['The program is an executive six-month duration program with a combination of weekend classroom and online sessions, offering 120 hours of in-person learning and 100 hours of online learning. The program offers a mix of weekend classroom and online sessions, providing 120 hours of in-person learning and 100 hours of online learning, allowing individuals to complete the program without quitting their jobs.', 'The program emphasizes hands-on exposure through machine learning lab, projects, assignments, a key capstone project, and hackathons to provide exposure to various problems and datasets. The program provides hands-on exposure through machine learning lab, projects, assignments, a key capstone project, and hackathons, aiming to enhance skills and familiarity with diverse problems and datasets.', 'The program currently takes place in five cities: Bangalore, Chennai, Hyderabad, Gurgaon, and Pune, and offers dual certification. The program is available in five cities and provides dual certification, catering to individuals from multiple locations and offering an additional certification upon completion.']}], 'duration': 462.576, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR01264269.jpg', 'highlights': ['Proficiency in algebra and quantitative ability is essential for a career in machine learning, with a focus on basic algebra and a strong foundation in linear algebra and 10 to 12 maths.', 'Programming experience, particularly in Python, is crucial for a career in machine learning and is highly valued by the industry.', 'A continuous learning mindset is imperative in the field of machine learning due to its rapid evolution, requiring the ability to interpret algorithms, understand problem statements, and create solutions.', 'The program is an executive six-month duration program with a combination of weekend classroom and online sessions, offering 120 hours of in-person learning and 100 hours of online learning.', 'The program emphasizes hands-on exposure through machine learning lab, projects, assignments, a key capstone project, and hackathons to provide exposure to various problems and datasets.', 'The discussion emphasizes the importance of understanding industry application techniques in machine learning.', 'The chapter introduces the broad categories of machine learning: supervised learning and unsupervised learning.', 'The program currently takes place in five cities: Bangalore, Chennai, Hyderabad, Gurgaon, and Pune, and offers dual certification.']}, {'end': 2165.963, 'segs': [{'end': 1774.59, 'src': 'embed', 'start': 1726.845, 'weight': 0, 'content': [{'end': 1737.511, 'text': 'which means candidates get a certificate from Great Lakes Institute of Management as well as a completion certificate from Stuart School and IIT Chicago.', 'start': 1726.845, 'duration': 10.666}, {'end': 1745.331, 'text': 'So, essentially, what that really means is that, because what we clearly see is once you go out to the industry,', 'start': 1738.447, 'duration': 6.884}, {'end': 1747.092, 'text': 'you should of course have that competence.', 'start': 1745.331, 'duration': 1.761}, {'end': 1751.435, 'text': "Nobody's going to give you a job because you are an alumni of any school.", 'start': 1747.152, 'duration': 4.283}, {'end': 1755.437, 'text': 'But alma mater or pedigree is always a signal.', 'start': 1751.995, 'duration': 3.442}, {'end': 1759.92, 'text': 'And this is the reason why candidates benefit,', 'start': 1756.398, 'duration': 3.522}, {'end': 1768.209, 'text': 'both in terms of the competency that they gain also from the fact that they carry the name of a very prestigious institution.', 'start': 1759.92, 'duration': 8.289}, {'end': 1769.429, 'text': "when it comes to India, it's Great Lakes.", 'start': 1768.209, 'duration': 1.22}, {'end': 1774.59, 'text': 'And also what they have learned also gets internationally recognized through Stuart School in Chicago.', 'start': 1769.829, 'duration': 4.761}], 'summary': 'Completion certificates from great lakes and stuart school signal competency and prestigious institution, benefiting candidates in india and internationally.', 'duration': 47.745, 'max_score': 1726.845, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR01726845.jpg'}, {'end': 1933.728, 'src': 'embed', 'start': 1878.88, 'weight': 3, 'content': [{'end': 1887.003, 'text': 'So it is obviously undeniable in terms of the merits that you get by learning in a classroom.', 'start': 1878.88, 'duration': 8.123}, {'end': 1892.326, 'text': 'And that, when kind of married with the convenience of online, gives you more flexibility.', 'start': 1887.363, 'duration': 4.963}, {'end': 1899.989, 'text': 'But even when you look at the structure of the program, you would see that predominant number of hours are actually spent in classrooms here.', 'start': 1893.186, 'duration': 6.803}, {'end': 1905.825, 'text': 'Beyond that, the focus on being hands-on.', 'start': 1902.844, 'duration': 2.981}, {'end': 1915.668, 'text': 'So the extensive lab work and the assignments and projects that one gets forces candidates to practice and get better at this,', 'start': 1906.465, 'duration': 9.203}, {'end': 1920.75, 'text': "which is one of the key reasons why they're able to succeed at their workplaces.", 'start': 1915.668, 'duration': 5.082}, {'end': 1924.371, 'text': 'The two-month capstone project.', 'start': 1923.051, 'duration': 1.32}, {'end': 1933.728, 'text': 'you know, becomes an indicator and a showcasing opportunity for you to exhibit all the skill sets that you have gained, you know,', 'start': 1925.361, 'duration': 8.367}], 'summary': 'Classroom learning provides hands-on experience, with majority hours spent in classrooms, leading to success in workplaces and a two-month capstone project.', 'duration': 54.848, 'max_score': 1878.88, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR01878880.jpg'}, {'end': 2039.394, 'src': 'embed', 'start': 2009.981, 'weight': 5, 'content': [{'end': 2014.645, 'text': 'you are actually industry ready and you can start, you know, contributing to machine learning goals right away.', 'start': 2009.981, 'duration': 4.664}, {'end': 2023.111, 'text': "And we're able to, you know, do that because of our efforts to collaborate with industry.", 'start': 2016.286, 'duration': 6.825}, {'end': 2025.193, 'text': "They've helped us in curriculum.", 'start': 2023.792, 'duration': 1.401}, {'end': 2028.675, 'text': 'They also, lots of companies also help us in terms of faculty outreach.', 'start': 2025.353, 'duration': 3.322}, {'end': 2030.537, 'text': 'I mean, a lot of their experts come and teach in the program.', 'start': 2028.695, 'duration': 1.842}, {'end': 2034.372, 'text': 'And then, of course, helping us design.', 'start': 2031.591, 'duration': 2.781}, {'end': 2039.394, 'text': 'you know several projects, hackathons and assignments that you get.', 'start': 2034.372, 'duration': 5.022}], 'summary': 'Students are industry-ready, thanks to industry collaboration and expert faculty, to contribute to machine learning goals immediately.', 'duration': 29.413, 'max_score': 2009.981, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR02009981.jpg'}, {'end': 2109.532, 'src': 'embed', 'start': 2074.038, 'weight': 6, 'content': [{'end': 2078.918, 'text': 'The ability to practice what you learn through our labs, which helps you get better.', 'start': 2074.038, 'duration': 4.88}, {'end': 2081.179, 'text': "And, of course, you're able to learn all.", 'start': 2079.52, 'duration': 1.659}, {'end': 2089.463, 'text': 'This is a much shorter duration of six months, thereby expediting your progression or your entry back into the industry.', 'start': 2082.04, 'duration': 7.423}, {'end': 2109.532, 'text': 'One of the interesting features that we launched about six months back, and that has actually gotten a lot of traction from the industry,', 'start': 2095.886, 'duration': 13.646}], 'summary': 'Shorten learning duration to 6 months, industry traction for labs feature.', 'duration': 35.494, 'max_score': 2074.038, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR02074038.jpg'}, {'end': 2156.575, 'src': 'embed', 'start': 2131.037, 'weight': 7, 'content': [{'end': 2138.043, 'text': "what we create is that we create a machine learning portfolio for you, which is a collection of all the hands-on work that you've done,", 'start': 2131.037, 'duration': 7.006}, {'end': 2139.203, 'text': 'verified by techniques.', 'start': 2138.043, 'duration': 1.16}, {'end': 2143.584, 'text': "And what we've seen is when and candidates go out into the industry.", 'start': 2139.784, 'duration': 3.8}, {'end': 2147.568, 'text': 'it is this portfolio, this e-portfolio, that can get shared via LinkedIn and so on.', 'start': 2143.584, 'duration': 3.984}, {'end': 2153.333, 'text': 'it is this e-portfolio that often becomes a composition starter and the de-clincher.', 'start': 2147.568, 'duration': 5.765}, {'end': 2156.575, 'text': 'Because this becomes beyond your resume.', 'start': 2154.394, 'duration': 2.181}], 'summary': 'Create machine learning portfolio for candidates, shared via linkedin, acts as a composition starter and clincher.', 'duration': 25.538, 'max_score': 2131.037, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR02131037.jpg'}], 'start': 1726.845, 'title': 'Dual certification benefits and machine learning program differentiators', 'summary': 'Discusses the advantages of obtaining dual certification from great lakes institute of management and stuart school, emphasizing industry relevance, competency gain, and international recognition. additionally, it highlights the unique components of the machine learning program, including the learning format, curriculum depth, industry focus, and flexibility, such as the 120 classroom hours, extensive hands-on experience, and the machine learning portfolio, which has garnered industry traction.', 'chapters': [{'end': 1774.59, 'start': 1726.845, 'title': 'Dual certification benefits', 'summary': 'Discusses the advantages of obtaining dual certification from great lakes institute of management and stuart school, highlighting the industry relevance, competency gain, and international recognition.', 'duration': 47.745, 'highlights': ['Candidates receive a certificate from Great Lakes Institute of Management and a completion certificate from Stuart School and IIT Chicago, providing industry relevance and international recognition.', "Alma mater or pedigree serves as a signal, signaling the benefit of carrying the name of a prestigious institution, which is Great Lakes in India, contributing to the candidates' advantage in the industry.", "The competency gained through the program is essential for industry success, as the industry does not solely rely on the candidate's alumni status for job opportunities."]}, {'end': 2165.963, 'start': 1779.652, 'title': 'Machine learning program differentiators', 'summary': 'Highlights the unique components of the machine learning program, including the learning format, curriculum depth, industry focus, and flexibility, such as the 120 classroom hours, extensive hands-on experience, and the machine learning portfolio, which has garnered industry traction.', 'duration': 386.311, 'highlights': ["The program's learning format combines classroom and online learning, providing a controlled and quality learning experience, resulting in candidates gaining undeniable merits compared to those who only learn online. The program's format combines classroom and online learning, offering a controlled and quality learning experience, leading to undeniable merits compared to online-only learning.", "The extensive hands-on experience through lab work, assignments, and projects enables candidates to practice and improve, contributing to their success in the workplace. Extensive hands-on experience through lab work, assignments, and projects contributes to candidates' workplace success.", 'The curriculum depth and industry focus result from collaboration with industry faculty, providing a deep dive into machine learning and ensuring candidates are industry-ready upon completion. Collaboration with industry faculty results in curriculum depth and industry focus, ensuring candidates are industry-ready.', 'The program offers a flexible schedule with 120 planned classroom hours, minimizing the need to take time off work and expediting progression back into the industry within six months. The program offers a flexible schedule with 120 planned classroom hours, expediting progression back into the industry within six months.', 'The machine learning portfolio, comprising multiple projects and hackathons, serves as a composition starter and a confidence booster when shared with potential employers. The machine learning portfolio, comprising multiple projects and hackathons, serves as a composition starter and a confidence booster when shared with potential employers.']}], 'duration': 439.118, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR01726845.jpg', 'highlights': ['Candidates receive dual certification from Great Lakes Institute of Management and Stuart School, providing industry relevance and international recognition.', "Alma mater or pedigree from Great Lakes in India contributes to candidates' advantage in the industry.", 'Competency gained through the program is essential for industry success, not solely relying on alumni status for job opportunities.', "Program's learning format combines classroom and online learning, offering controlled and quality learning experience, leading to undeniable merits compared to online-only learning.", "Extensive hands-on experience through lab work, assignments, and projects contributes to candidates' workplace success.", 'Collaboration with industry faculty results in curriculum depth and industry focus, ensuring candidates are industry-ready.', 'Program offers a flexible schedule with 120 planned classroom hours, expediting progression back into the industry within six months.', 'Machine learning portfolio, comprising multiple projects and hackathons, serves as a composition starter and a confidence booster when shared with potential employers.']}, {'end': 2949.594, 'segs': [{'end': 2193.47, 'src': 'embed', 'start': 2165.963, 'weight': 0, 'content': [{'end': 2173.646, 'text': 'but you actually also applied some of these concepts and you have a hands-on exposure on how machine learning is applied in the industry.', 'start': 2165.963, 'duration': 7.683}, {'end': 2186.768, 'text': "Let's also look at the curriculum now since that is one of the key, key differentiators and the reason why so many candidates offer this program.", 'start': 2176.946, 'duration': 9.822}, {'end': 2193.47, 'text': 'So broadly there are four interconnected streams of learning in the PGP-ML program.', 'start': 2187.989, 'duration': 5.481}], 'summary': 'Pgp-ml program offers four interconnected streams of learning for hands-on exposure to machine learning in the industry.', 'duration': 27.507, 'max_score': 2165.963, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR02165963.jpg'}, {'end': 2247.979, 'src': 'embed', 'start': 2216.681, 'weight': 1, 'content': [{'end': 2221.724, 'text': 'where we cover Python and we also cover basic statistics, hypothesis, testing, probability.', 'start': 2216.681, 'duration': 5.043}, {'end': 2228.108, 'text': 'Since these are, as we discussed earlier, these are the foundations on which machine learning is based.', 'start': 2222.485, 'duration': 5.623}, {'end': 2239.012, 'text': 'Then you would start learning supervised learning, which covers linear regression, logistic regression, KNN, NAV, and support vector machines.', 'start': 2229.784, 'duration': 9.228}, {'end': 2247.979, 'text': 'Then you would go into ensemble techniques, which is all about decision trees, random forest, bagging and boosting.', 'start': 2242.434, 'duration': 5.545}], 'summary': 'Python, basic statistics, hypothesis testing, probability form machine learning foundation. covers supervised learning: linear regression, logistic regression, knn, nav, and support vector machines. also includes ensemble techniques: decision trees, random forest, bagging, and boosting.', 'duration': 31.298, 'max_score': 2216.681, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR02216681.jpg'}, {'end': 2362.639, 'src': 'embed', 'start': 2335.924, 'weight': 3, 'content': [{'end': 2343.216, 'text': "but after machine learning we I'll give an intro to deep learning, because an interconnected field is AI.", 'start': 2335.924, 'duration': 7.292}, {'end': 2346.316, 'text': 'But there is no AI without machine learning.', 'start': 2344.416, 'duration': 1.9}, {'end': 2352.197, 'text': "So you can't really build a career in AI without being an expert in machine learning.", 'start': 2346.336, 'duration': 5.861}, {'end': 2356.858, 'text': 'And for all the jobs that exist today, it is machine learning which is the primary skill set.', 'start': 2352.337, 'duration': 4.521}, {'end': 2362.639, 'text': 'So if you are an aspiring professional wanting to build your career,', 'start': 2356.898, 'duration': 5.741}], 'summary': 'Machine learning is the primary skill set for ai careers.', 'duration': 26.715, 'max_score': 2335.924, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR02335924.jpg'}, {'end': 2422.218, 'src': 'embed', 'start': 2398.186, 'weight': 4, 'content': [{'end': 2415.134, 'text': 'So, in addition to courses that have been in the curriculum, there would also be sorry, there would also be a lot of focus on the hands-on part,', 'start': 2398.186, 'duration': 16.948}, {'end': 2422.218, 'text': 'which is what machine learning lab sessions are, the mini projects are the capstone projects and the hackathons are all about.', 'start': 2415.134, 'duration': 7.084}], 'summary': 'Curriculum includes hands-on learning like machine learning lab sessions, mini projects, capstone projects, and hackathons.', 'duration': 24.032, 'max_score': 2398.186, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR02398186.jpg'}, {'end': 2521.092, 'src': 'embed', 'start': 2498.254, 'weight': 5, 'content': [{'end': 2508.299, 'text': "The reason why our curriculum really stays industry relevant and why we're able to attract such high-quality industry is also because of our industry advisors.", 'start': 2498.254, 'duration': 10.045}, {'end': 2514.77, 'text': 'And some of our key industry advisors include very well-known names such as Dr. Satya Netta,', 'start': 2509.108, 'duration': 5.662}, {'end': 2521.092, 'text': 'who is one of the machine learning leaders in the IBM Watson project globally.', 'start': 2514.77, 'duration': 6.322}], 'summary': 'Curriculum stays industry relevant, attracting high-quality industry with key advisors like dr. satya netta.', 'duration': 22.838, 'max_score': 2498.254, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR02498254.jpg'}, {'end': 2656.679, 'src': 'embed', 'start': 2622.699, 'weight': 7, 'content': [{'end': 2626.422, 'text': 'So you know, we know bases are fast data.', 'start': 2622.699, 'duration': 3.723}, {'end': 2630.445, 'text': 'looking at data from alumni, Who are the ones who are likely to do well in this program?', 'start': 2626.422, 'duration': 4.023}, {'end': 2639.231, 'text': 'So, in terms of who should pursue this course first and foremost, if you are a technology professional, Then you are a good fit for the program.', 'start': 2631.245, 'duration': 7.986}, {'end': 2640.852, 'text': 'if you want to progress to machine learning, rules, right?', 'start': 2639.231, 'duration': 1.621}, {'end': 2648.332, 'text': "Alternatively, if you're just starting in big data or data science role but have no understanding of machine learning,", 'start': 2642.788, 'duration': 5.544}, {'end': 2656.679, 'text': 'because all of data science is actually moving towards machine learning, plus a lot of applications on big data is happening via machine learning.', 'start': 2648.332, 'duration': 8.347}], 'summary': 'This program is suitable for technology professionals and those starting in big data or data science, with a focus on machine learning and its growing importance in the field.', 'duration': 33.98, 'max_score': 2622.699, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR02622699.jpg'}, {'end': 2707.858, 'src': 'embed', 'start': 2682.669, 'weight': 2, 'content': [{'end': 2689.591, 'text': 'so it is not a passive learning experience at all, one where you can just look at videos and hope that you learned,', 'start': 2682.669, 'duration': 6.922}, {'end': 2699.374, 'text': 'but this is an extremely immersive learning experience wherein you will learn through some of the best faculty in the country and the industry,', 'start': 2689.591, 'duration': 9.783}, {'end': 2707.858, 'text': 'plus you will also be required to apply your learnings through different projects and different hands-on assignments.', 'start': 2699.374, 'duration': 8.484}], 'summary': 'Immersive learning with industry experts, hands-on projects.', 'duration': 25.189, 'max_score': 2682.669, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR02682669.jpg'}, {'end': 2823.311, 'src': 'embed', 'start': 2793.569, 'weight': 8, 'content': [{'end': 2799.494, 'text': 'You should enroll in the program only when you know that you are ready to make that kind of effort and time commitment.', 'start': 2793.569, 'duration': 5.925}, {'end': 2804.88, 'text': 'Is there placement assistance in the program is a common question.', 'start': 2802.717, 'duration': 2.163}, {'end': 2811.606, 'text': 'So yes, we do have a career services module in the program and we do a bunch of activities.', 'start': 2805.42, 'duration': 6.186}, {'end': 2813.225, 'text': 'First of all,', 'start': 2812.584, 'duration': 0.641}, {'end': 2823.311, 'text': 'we do conduct career development workshops wherein we get industry experts to advise and guide candidates on how to build careers in machine learning what kind of roles,', 'start': 2813.225, 'duration': 10.086}], 'summary': 'Program offers career services module with industry expert workshops', 'duration': 29.742, 'max_score': 2793.569, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR02793569.jpg'}], 'start': 2165.963, 'title': 'Machine learning programs', 'summary': 'Covers the comprehensive curriculum of the pgp-ml program, including four interconnected streams and a strong emphasis on hands-on application. it also provides an overview of the machine learning program, emphasizing its importance in ai, curriculum content, faculty quality, industry relevance, and eligibility criteria for potential candidates.', 'chapters': [{'end': 2309.033, 'start': 2165.963, 'title': 'Pgp-ml curriculum overview', 'summary': 'Discusses the comprehensive curriculum of the pgp-ml program, which includes four interconnected streams covering foundations of data science, supervised learning, unsupervised learning, and introduction to deep learning, with a strong emphasis on hands-on application and problem-solving.', 'duration': 143.07, 'highlights': ['The PGP-ML program encompasses four interconnected streams: foundations of data science and Python, supervised learning, unsupervised learning, and introduction to deep learning, providing a comprehensive education in machine learning.', 'The curriculum covers a wide range of topics including Python, basic statistics, hypothesis testing, probability, linear regression, logistic regression, KNN, NAV, support vector machines, ensemble techniques, decision trees, random forest, bagging, boosting, clustering, K-means, hierarchical clustering, PCA, featurization, model selection and tuning, text analytics, feature extraction, and recommender systems, ensuring a thorough understanding of machine learning concepts and techniques.', 'The program emphasizes hands-on learning with dedicated lab hours for every course, fostering practical application and problem-solving skills among the students.']}, {'end': 2949.594, 'start': 2310.603, 'title': 'Machine learning program overview', 'summary': 'Provides an overview of the machine learning program, emphasizing the importance of machine learning in ai, the curriculum content, faculty quality, industry relevance, and eligibility criteria for potential candidates.', 'duration': 638.991, 'highlights': ['The importance of machine learning in AI is emphasized, as it is stated that there is no AI without machine learning, and machine learning is the primary skill set for existing jobs. Machine learning is highlighted as the foundational skill set for AI and current jobs.', 'The curriculum content includes an introduction to concepts in neural networks, TensorFlow, Keras, Python, MLlib, and hands-on components such as lab sessions, mini projects, and hackathons. The curriculum covers a wide range of topics, tools, and hands-on experiences.', 'The high-quality of faculty members is emphasized, with credentials in academics and industry, ensuring industry-relevant curriculum delivery. Faculty members have respectable credentials in academics and industry, ensuring high-quality program delivery.', "The industry relevance is highlighted through the involvement of industry advisors from renowned companies like IBM Watson, Flipkart, and Myntra, who contribute to classroom sessions and specific courses. Renowned industry advisors from companies like IBM Watson, Flipkart, and Myntra contribute to the program's industry relevance.", 'Eligibility criteria for potential candidates include technology professionals, individuals in big data or data science roles, and those seeking a rigorous, immersive learning experience. The program is suitable for technology professionals, individuals in big data or data science roles, and those seeking a rigorous learning experience.', 'Placement assistance is provided through career development workshops, an active job board, peer-to-peer networking, and opportunities with alumni and industry professionals. Placement assistance is offered through various activities, including career development workshops, an active job board, and networking opportunities.']}], 'duration': 783.631, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR02165963.jpg', 'highlights': ['The PGP-ML program encompasses four interconnected streams: foundations of data science and Python, supervised learning, unsupervised learning, and introduction to deep learning, providing a comprehensive education in machine learning.', 'The curriculum covers a wide range of topics including Python, basic statistics, hypothesis testing, probability, linear regression, logistic regression, KNN, NAV, support vector machines, ensemble techniques, decision trees, random forest, bagging, boosting, clustering, K-means, hierarchical clustering, PCA, featurization, model selection and tuning, text analytics, feature extraction, and recommender systems, ensuring a thorough understanding of machine learning concepts and techniques.', 'The program emphasizes hands-on learning with dedicated lab hours for every course, fostering practical application and problem-solving skills among the students.', 'The importance of machine learning in AI is emphasized, as it is stated that there is no AI without machine learning, and machine learning is the primary skill set for existing jobs. Machine learning is highlighted as the foundational skill set for AI and current jobs.', 'The curriculum content includes an introduction to concepts in neural networks, TensorFlow, Keras, Python, MLlib, and hands-on components such as lab sessions, mini projects, and hackathons. The curriculum covers a wide range of topics, tools, and hands-on experiences.', 'The high-quality of faculty members is emphasized, with credentials in academics and industry, ensuring industry-relevant curriculum delivery. Faculty members have respectable credentials in academics and industry, ensuring high-quality program delivery.', "The industry relevance is highlighted through the involvement of industry advisors from renowned companies like IBM Watson, Flipkart, and Myntra, who contribute to classroom sessions and specific courses. Renowned industry advisors from companies like IBM Watson, Flipkart, and Myntra contribute to the program's industry relevance.", 'Eligibility criteria for potential candidates include technology professionals, individuals in big data or data science roles, and those seeking a rigorous, immersive learning experience. The program is suitable for technology professionals, individuals in big data or data science roles, and those seeking a rigorous learning experience.', 'Placement assistance is provided through career development workshops, an active job board, peer-to-peer networking, and opportunities with alumni and industry professionals. Placement assistance is offered through various activities, including career development workshops, an active job board, and networking opportunities.']}, {'end': 3405.523, 'segs': [{'end': 3099.898, 'src': 'embed', 'start': 3051.04, 'weight': 2, 'content': [{'end': 3056.024, 'text': "There's a machine learning overview, basic machine learning, and also a hands-on exercise.", 'start': 3051.04, 'duration': 4.984}, {'end': 3060.127, 'text': 'In fact, two hands-on exercises with machine learning that you can do along with some assistance.', 'start': 3056.044, 'duration': 4.083}, {'end': 3065.771, 'text': 'So that actually gives you a firsthand feel of what you are likely to learn.', 'start': 3061.328, 'duration': 4.443}, {'end': 3072.796, 'text': "And as I said, the whole idea is that you don't have to wait till the program commences or till your batch commences.", 'start': 3067.032, 'duration': 5.764}, {'end': 3075.638, 'text': "We've also added some more info here.", 'start': 3073.676, 'duration': 1.962}, {'end': 3086.174, 'text': 'If you go on to the Courses tab, you will see all the courses that you would be learning in this program.', 'start': 3076.471, 'duration': 9.703}, {'end': 3095.276, 'text': "So there's Introduction to Machine Learning, Statistical Learning, Supervised Learning, Ensemble Techniques,", 'start': 3090.035, 'duration': 5.241}, {'end': 3099.898, 'text': 'as I walked you through earlier in the curriculum walkthrough.', 'start': 3095.276, 'duration': 4.622}], 'summary': 'Overview of machine learning, including hands-on exercises and course curriculum.', 'duration': 48.858, 'max_score': 3051.04, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR03051040.jpg'}, {'end': 3171.211, 'src': 'embed', 'start': 3140.099, 'weight': 1, 'content': [{'end': 3146.926, 'text': 'which will also give you an idea of how well you will be able to apply these techniques.', 'start': 3140.099, 'duration': 6.827}, {'end': 3160.725, 'text': "We've also given you a view in terms of how our alumni have experienced the program and what their thoughts are.", 'start': 3151.92, 'duration': 8.805}, {'end': 3171.211, 'text': "Again, we're grateful to the hundreds of in fact a few thousands of alumni who have graduated in data science and analytics and machine learning through us,", 'start': 3161.165, 'duration': 10.046}], 'summary': 'The program has graduated thousands of alumni in data science, analytics, and machine learning.', 'duration': 31.112, 'max_score': 3140.099, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR03140099.jpg'}, {'end': 3215.494, 'src': 'embed', 'start': 3190.926, 'weight': 0, 'content': [{'end': 3199.692, 'text': 'Again, lots of data scientist roles, some managerial leadership roles, some consulting roles, data engineer, data scientist, data scientist.', 'start': 3190.926, 'duration': 8.766}, {'end': 3204.755, 'text': 'So again, these are all roles that will need you to know machine learning.', 'start': 3200.132, 'duration': 4.623}, {'end': 3211.231, 'text': "And then that's precisely why you should be learning this, as I was saying earlier,", 'start': 3206.869, 'duration': 4.362}, {'end': 3215.494, 'text': 'that this is one of the best times to add the skill set to your capabilities.', 'start': 3211.231, 'duration': 4.263}], 'summary': 'High demand for data roles, including data scientist, data engineer, and need for machine learning skills.', 'duration': 24.568, 'max_score': 3190.926, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR03190926.jpg'}, {'end': 3277.394, 'src': 'embed', 'start': 3247.149, 'weight': 4, 'content': [{'end': 3249.051, 'text': "Does one need to have a master's degree in this domain?", 'start': 3247.149, 'duration': 1.902}, {'end': 3256.376, 'text': 'So, Kumar, as I showcased that statistic before, it is not as if it is a requirement,', 'start': 3250.111, 'duration': 6.265}, {'end': 3261.08, 'text': 'but because data science and machine learning are such exhaustive fields.', 'start': 3256.376, 'duration': 4.704}, {'end': 3273.273, 'text': 'Ultimately, what data itself proves is that most of the machine learning engineers, 50% plus of the machine learning engineers and data scientists,', 'start': 3262.049, 'duration': 11.224}, {'end': 3277.394, 'text': 'actually would have gone through some postgraduate level of education to acquire these skillsets,', 'start': 3273.273, 'duration': 4.121}], 'summary': 'About 50% of ml engineers and data scientists have postgraduate education.', 'duration': 30.245, 'max_score': 3247.149, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR03247149.jpg'}, {'end': 3334.234, 'src': 'embed', 'start': 3304.255, 'weight': 5, 'content': [{'end': 3309.117, 'text': 'So business analyst is a lot around analytics knowledge and some machine learning knowledge also.', 'start': 3304.255, 'duration': 4.862}, {'end': 3311.437, 'text': 'So it really changes from company to company.', 'start': 3309.597, 'duration': 1.84}, {'end': 3318.799, 'text': "But for BA roles, you really don't need to understand machine learning in detail or its implementation.", 'start': 3311.477, 'duration': 7.322}, {'end': 3322.648, 'text': 'It is more about understanding analytics application to business.', 'start': 3318.859, 'duration': 3.789}, {'end': 3325.03, 'text': 'So starting roles,', 'start': 3323.029, 'duration': 2.001}, {'end': 3334.234, 'text': 'for example post doing machine learning would be more around machine learning engineer or data engineer or machine learning specialist and so on,', 'start': 3325.03, 'duration': 9.204}], 'summary': 'Business analysts require analytics but not detailed machine learning knowledge; entry roles after machine learning include engineer or specialist.', 'duration': 29.979, 'max_score': 3304.255, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR03304255.jpg'}, {'end': 3405.523, 'src': 'embed', 'start': 3355.722, 'weight': 6, 'content': [{'end': 3369.829, 'text': 'I think You must be able to see the URL And and the admission office numbers on your screen so So you can reach out to them and and they will help you with all the details.', 'start': 3355.722, 'duration': 14.107}, {'end': 3373.111, 'text': 'but the next batches are in August and September time frame.', 'start': 3369.829, 'duration': 3.282}, {'end': 3380.94, 'text': 'Ashwin, your question is around capstone, project and hackathon.', 'start': 3377.458, 'duration': 3.482}, {'end': 3387.783, 'text': 'So hackathon is something that we do internally towards the end of the program and that, basically,', 'start': 3382.5, 'duration': 5.283}, {'end': 3397.607, 'text': 'is a live challenge that you have to do in small teams and, of course, the winning team gets a substantial reward.', 'start': 3387.783, 'duration': 9.824}, {'end': 3405.523, 'text': 'The caption project is again something that happens in the last two months of the program,', 'start': 3398.82, 'duration': 6.703}], 'summary': 'Next batches in august and september. hackathon and capstone project at end of program with substantial reward.', 'duration': 49.801, 'max_score': 3355.722, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR03355722.jpg'}], 'start': 2951.616, 'title': 'Data science program', 'summary': 'Presents a new data science program preview, showcasing the courses and projects included, providing an overview of projects, alumni experiences, job postings, and discussing educational requirements and career opportunities in data science and machine learning. it emphasizes the relevance of analytics and machine learning knowledge for business analysts and highlights that over 50% of professionals in these fields have acquired postgraduate education.', 'chapters': [{'end': 3118.984, 'start': 2951.616, 'title': 'Data science program preview', 'summary': 'Introduces a new initiative for a data science program preview, offering a preview to the program and unlocking premium content for immediate learning, as well as showcasing the courses and projects included in the program.', 'duration': 167.368, 'highlights': ['Once the application form is filled, participants receive a link to preview the program and unlock premium content, allowing immediate learning.', 'The program preview includes an introduction to machine learning course with modules for machine learning overview, basic machine learning, and hands-on exercises.', 'The program also encompasses courses such as Statistical Learning, Supervised Learning, and Ensemble Techniques, accompanied by showcased student projects.']}, {'end': 3247.109, 'start': 3119.004, 'title': 'Data science program overview', 'summary': 'Provides an overview of projects, alumni experiences, job postings, and the relevance of learning machine learning, with a focus on tax and demand prediction and stock market behavior projects, alumni feedback, and recent job postings.', 'duration': 128.105, 'highlights': ['The chapter provides an overview of projects, alumni experiences, job postings, and the relevance of learning machine learning. The chapter covers various projects such as tax and demand prediction and stock market behavior, along with insights into alumni experiences and recent job postings, highlighting the significance of learning machine learning.', 'Alumni feedback and experiences are shared, demonstrating the relevance and application of the program. The program has garnered feedback from thousands of alumni in data science, analytics, and machine learning, providing insights into their experiences and the practical application of the program.', 'Recent job postings are highlighted, emphasizing the demand for machine learning skills in roles such as data scientist, managerial leadership, and consulting. The presentation includes a preview of recent job postings, showcasing the continuous demand for machine learning skills in various roles like data scientist, managerial leadership, and consulting positions.']}, {'end': 3405.523, 'start': 3247.149, 'title': 'Data science education and career paths', 'summary': 'Discusses the educational requirements and career opportunities in data science and machine learning, highlighting that over 50% of professionals in these fields have acquired postgraduate education, and it emphasizes the relevance of analytics and machine learning knowledge for business analysts, while also providing details about the commencement of upcoming batches and the structure of capstone projects and hackathons in the program.', 'duration': 158.374, 'highlights': ['Most machine learning engineers and data scientists have acquired postgraduate education, emphasizing the importance of in-depth knowledge in the field. (50%+)', 'For business analyst roles, a strong understanding of analytics and some machine learning knowledge is valuable, with varying requirements across different companies. (Business analyst, analytics, machine learning)', 'Upcoming batches for the program commence in August and September, providing potential students with specific timeframes to consider. (August, September)', 'The program includes a hackathon towards the end, offering a live challenge for small teams and rewarding the winning team. (Hackathon, live challenge, winning team)', 'Capstone projects take place in the last two months of the program, providing students with practical project experience. (Capstone projects, practical experience)']}], 'duration': 453.907, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR02951616.jpg', 'highlights': ['Recent job postings emphasize demand for machine learning skills in data scientist, managerial leadership, and consulting roles.', 'Alumni feedback showcases practical application of the program, with insights from thousands of alumni in data science, analytics, and machine learning.', 'Program preview includes an introduction to machine learning course with modules for machine learning overview, basic machine learning, and hands-on exercises.', 'The program encompasses courses such as Statistical Learning, Supervised Learning, and Ensemble Techniques, accompanied by showcased student projects.', 'Most machine learning engineers and data scientists have acquired postgraduate education, emphasizing the importance of in-depth knowledge in the field (50%+).', 'For business analyst roles, a strong understanding of analytics and some machine learning knowledge is valuable, with varying requirements across different companies.', 'Upcoming batches for the program commence in August and September, providing potential students with specific timeframes to consider.', 'The program includes a hackathon towards the end, offering a live challenge for small teams and rewarding the winning team.', 'Capstone projects take place in the last two months of the program, providing students with practical project experience.']}, {'end': 3794.046, 'segs': [{'end': 3436.188, 'src': 'embed', 'start': 3405.523, 'weight': 1, 'content': [{'end': 3410.924, 'text': 'and this is where all of your learning that you would have gained in machine learning comes together.', 'start': 3405.523, 'duration': 5.401}, {'end': 3419.067, 'text': "All the courses, all the projects that you've done till that point in time, caption project is a project that is all encompassing.", 'start': 3413.205, 'duration': 5.862}, {'end': 3427.403, 'text': "So all you're given is a Problematic data set and you have to write from building the hypothesis to understanding what techniques,", 'start': 3419.848, 'duration': 7.555}, {'end': 3436.188, 'text': 'what machine learning techniques to use to you know, you know building out that model to To the you know model tuning part.', 'start': 3427.403, 'duration': 8.785}], 'summary': 'Caption project integrates machine learning skills to address a comprehensive data problem.', 'duration': 30.665, 'max_score': 3405.523, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR03405523.jpg'}, {'end': 3486.231, 'src': 'embed', 'start': 3460.316, 'weight': 2, 'content': [{'end': 3467.798, 'text': 'So I think for all of that, I would strongly suggest that please do visit the website.', 'start': 3460.316, 'duration': 7.482}, {'end': 3473.38, 'text': 'In fact, I will..', 'start': 3467.858, 'duration': 5.522}, {'end': 3477.502, 'text': 'Yeah, so you could write to these email IDs, or you could write to me.', 'start': 3473.38, 'duration': 4.122}, {'end': 3478.802, 'text': 'My email ID is also mentioned here.', 'start': 3477.542, 'duration': 1.26}, {'end': 3480.763, 'text': 'You could also call our helpline or you could visit.', 'start': 3478.842, 'duration': 1.921}, {'end': 3486.231, 'text': 'You know that also has information about the program.', 'start': 3482.128, 'duration': 4.103}], 'summary': 'Visit the website, email, or call for program information.', 'duration': 25.915, 'max_score': 3460.316, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR03460316.jpg'}, {'end': 3739.952, 'src': 'embed', 'start': 3649.224, 'weight': 0, 'content': [{'end': 3650.845, 'text': 'You can easily access that information there.', 'start': 3649.224, 'duration': 1.621}, {'end': 3658.997, 'text': 'Chetan, you have a question around what are the prerequisites before the program begins?', 'start': 3654.855, 'duration': 4.142}, {'end': 3666.361, 'text': 'So we will be sharing learning content with you, Chetan, before the batch commences, which will essentially be a refresher course,', 'start': 3659.017, 'duration': 7.344}, {'end': 3667.482, 'text': "and we'll bring you up to speed.", 'start': 3666.361, 'duration': 1.121}, {'end': 3685.306, 'text': 'There are a bunch of questions around around class strength.', 'start': 3679.347, 'duration': 5.959}, {'end': 3687.528, 'text': 'So a typical batch size is around 50.', 'start': 3685.366, 'duration': 2.162}, {'end': 3690.289, 'text': 'You know, you could take 50 to 55.', 'start': 3687.528, 'duration': 2.761}, {'end': 3695.332, 'text': 'The reason why we restrict the batch size to that is primarily so that we are able to give individual attention to all candidates.', 'start': 3690.289, 'duration': 5.043}, {'end': 3699.075, 'text': "And that's what you can expect.", 'start': 3696.373, 'duration': 2.702}, {'end': 3710.735, 'text': 'Sarojit, you know, Your question is more around compensation or salary expectations.', 'start': 3702.737, 'duration': 7.998}, {'end': 3715.118, 'text': "And as I've said, machine learning right now is one of the highest paying things.", 'start': 3710.815, 'duration': 4.303}, {'end': 3725.104, 'text': "So, as long as you can prove yourself to be a professional who's well trained and somebody that the industry is convinced about,", 'start': 3716.439, 'duration': 8.665}, {'end': 3729.067, 'text': 'then you will not be constrained by jobs or by the salaries that they pay.', 'start': 3725.104, 'duration': 3.963}, {'end': 3739.952, 'text': 'All right, so I think that kind of covers most of the questions.', 'start': 3736.311, 'duration': 3.641}], 'summary': 'Pre-program refresher course offered, batch size around 50-55 for individual attention, machine learning jobs offer high salaries.', 'duration': 90.728, 'max_score': 3649.224, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR03649224.jpg'}], 'start': 3405.523, 'title': 'Machine learning and capstone project', 'summary': 'Introduces the capstone project as a comprehensive application of machine learning skills, highlights its relevance for engineering professionals, emphasizes its importance for technology track careers and high salary expectations, and provides admission details including eligibility requirements and program information, with a batch size of 50 to 55 students.', 'chapters': [{'end': 3486.231, 'start': 3405.523, 'title': 'Capstone project and admission details', 'summary': 'Introduces the capstone project as a comprehensive application of machine learning skills and emphasizes the importance of visiting the website for admission details, including eligibility requirements and program information.', 'duration': 80.708, 'highlights': ['The capstone project is an all-encompassing project that requires building a hypothesis, selecting machine learning techniques, building a model, and model tuning. ', 'It is strongly suggested to visit the website for admission details, including eligibility requirements and program information. ', 'Questions about admission dates and eligibility requirements can be addressed by visiting the website, writing to provided email IDs, or contacting the helpline. ']}, {'end': 3794.046, 'start': 3486.231, 'title': 'Relevance of machine learning for engineering professionals', 'summary': 'Highlights the relevance of machine learning for engineering professionals, emphasizing its importance for technology track careers and high salary expectations, with individual attention given to a batch size of 50 to 55 students.', 'duration': 307.815, 'highlights': ['Machine learning is more relevant for those in technology roles, including IT services, for future job security and career advancement.', 'The batch size is restricted to around 50 students to provide individual attention and guidance.', 'Machine learning is one of the highest paying fields, providing career opportunities with high compensation for well-trained professionals.', 'Bhavya, a BDEC student, is advised on eligibility and alternative programs related to machine learning.', 'Hadoop, a big data framework, does not directly involve machine learning, but there is interdependence as data management often requires the use of machine learning technology.', 'Pre-batch learning content is provided as a refresher course, covering the program prerequisites and bringing students up to speed before the program begins.']}], 'duration': 388.523, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/bk-9_j3BxR0/pics/bk-9_j3BxR03405523.jpg', 'highlights': ['Machine learning offers high-paying career opportunities for technology professionals.', 'The capstone project involves building a hypothesis, selecting ML techniques, building a model, and model tuning.', 'Admission details, including eligibility requirements and program information, are available on the website.', 'Individual attention and guidance are provided with a batch size of around 50 students.', 'Pre-batch learning content is provided as a refresher course for program prerequisites.']}], 'highlights': ["India's machine learning sector to grow 8-fold to $16B by 2025", 'Shortfall of 100K machine learning engineers in India by 2018', 'Machine learning jobs pay about 50% higher salaries than traditional IT careers', 'In an internet minute: 3.5M Google search queries, 900K Facebook logins, 70K Netflix hours', 'Machine learning spending to increase from $12B in 2017 to $57.6B by 2021', 'Machine learning implementation likely to double by 2020 compared to 2017', 'Machine learning skills in demand for data scientist, managerial leadership, and consulting roles', 'Dual certification from Great Lakes and Stuart School provides industry relevance and recognition', 'Program offers a flexible schedule with 120 planned classroom hours', 'PGP-ML program covers Python, statistics, regression, KNN, SVM, and more', 'Machine learning is the foundational skill set for AI and current jobs', 'Placement assistance provided through career development workshops and networking opportunities']}