title
How to learn data science with Coursera in 2022 (beginner-friendly)

description
This video details how to create your own beginner-friendly curriculum using Notion to learn Python, data science and machine learning on Coursera in 2022. Get $100USD off Coursera Plus yearly (before Jan 31 2022) - https://dbourke.link/coursera-plus-2022-deal Notion data science curriculum template - https://dbourke.link/coursera-notion-template-2022 Blog post version - https://www.mrdbourke.com/how-to-learn-data-science-on-coursera-in-2022/ Note: Coursera links are affiliate links which means if you click one and buy something, I may get money from it. This doesn't change the price. I'll use the funds to create more materials like this one. Others links: Learn ML (beginner-friendly courses I teach) - https://www.mrdbourke.com/ml-courses/ ML courses/books I recommend - https://www.mrdbourke.com/ml-resources/ Read my novel Charlie Walks - https://www.charliewalks.com Connect elsewhere: Web - https://dbourke.link/web Twitter - https://www.twitter.com/mrdbourke Twitch - https://www.twitch.tv/mrdbourke ArXiv channel (past streams) - https://dbourke.link/archive-channel Get email updates on my work - https://dbourke.link/newsletter Timestamps: 0:00 - Intro 0:42 - Overview of what we’re covering 1:05 - Coursera Plus 2:11 - Defining different data roles (data scientist vs. data analyst) 3:12 - What is machine learning? 3:38 - Curriculum outline (beginner, bonus, advanced) 4:16 - Curriculum outline (beginner courses for Python, data science and machine learning) 5:16 - Course 1: Learning How to Learn 6:01 - Course 2: Python for Everybody 6:52 - Course 3: Applied Data Science with Python 7:46 - Course 4: Machine Learning Specialization 8:30 - Special mention: Andrew Ng’s classic machine learning course 8:59 - Course 5: Mathematics for Machine Learning 9:39 - Bonus 1: Google’s Introduction to Git and GitHub 10:31 - Bonus 2: “How does a beginner data scientist like me get experience?” 11:05 - Notion curriculum creation walkthrough #datascience #machinelearning #notion

detail
{'title': 'How to learn data science with Coursera in 2022 (beginner-friendly)', 'heatmap': [{'end': 500.589, 'start': 456.048, 'weight': 0.959}, {'end': 1154.798, 'start': 1135.89, 'weight': 0.847}], 'summary': 'Learn data science with coursera in 2022 by utilizing coursera plus and notion to access 7,000+ courses and projects, and avail a $100 off deal until january 13th. the curriculum includes python, machine learning, and foundational courses for beginners, with a potential completion date by september 2022.', 'chapters': [{'end': 127.708, 'segs': [{'end': 92.992, 'src': 'embed', 'start': 58.027, 'weight': 0, 'content': [{'end': 65.613, 'text': "And so all of the courses mentioned or that I'm about to mention in the upcoming beginner curriculum are available in Coursera Plus,", 'start': 58.027, 'duration': 7.586}, {'end': 71.838, 'text': 'an offering from Coursera that gives you access to 7,000 plus courses, projects and certificate programs,', 'start': 65.613, 'duration': 6.225}, {'end': 77.042, 'text': 'all from world-class institutions and universities like Google and the University of Michigan.', 'start': 71.838, 'duration': 5.204}, {'end': 83.928, 'text': "And just a heads up, if you're watching this video, in January of 2022, Coursera, who is also the sponsor of today's video thank you,", 'start': 77.262, 'duration': 6.666}, {'end': 90.371, 'text': 'Coursera have a deal going for $100 off your first year of Coursera Plus until January 13th.', 'start': 83.928, 'duration': 6.443}, {'end': 92.992, 'text': 'Which means you could sign up now,', 'start': 90.911, 'duration': 2.081}], 'summary': 'Coursera plus offers access to 7,000+ courses, projects, and certificates from top institutions, with a $100 discount until january 13th, 2022.', 'duration': 34.965, 'max_score': 58.027, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/GYRz3RAu4Bk/pics/GYRz3RAu4Bk58027.jpg'}, {'end': 140.601, 'src': 'embed', 'start': 110.701, 'weight': 2, 'content': [{'end': 114.243, 'text': 'I would have saved a bunch instead of signing up and paying for courses individually.', 'start': 110.701, 'duration': 3.542}, {'end': 118.204, 'text': "Don't even get me started on how much my university learning fees are.", 'start': 114.643, 'duration': 3.561}, {'end': 123.527, 'text': 'Check out the link below to receive $100 off your first year of Coursera Plus before January 13th.', 'start': 118.625, 'duration': 4.902}, {'end': 125.668, 'text': "And hey, if you don't like it, don't worry.", 'start': 124.007, 'duration': 1.661}, {'end': 127.708, 'text': "There's a 14-day money-back guarantee.", 'start': 125.908, 'duration': 1.8}, {'end': 131.21, 'text': "So if you try it out and find that you don't like it, you can cancel.", 'start': 128.089, 'duration': 3.121}, {'end': 134.896, 'text': "Now let's get into the fun part.", 'start': 133.755, 'duration': 1.141}, {'end': 140.601, 'text': "Once you've signed up to Coursera Plus, what should you actually learn if you want to become a data scientist,", 'start': 135.356, 'duration': 5.245}], 'summary': 'Save money by getting $100 off coursera plus before january 13th. offers 14-day money-back guarantee.', 'duration': 29.9, 'max_score': 110.701, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/GYRz3RAu4Bk/pics/GYRz3RAu4Bk110701.jpg'}], 'start': 0.129, 'title': 'Coursera plus', 'summary': 'Details how to use coursera plus and notion to create a python data science and machine learning curriculum, including access to 7,000+ courses, projects, and certificate programs, and a $100 off deal until january 13th, 2022.', 'chapters': [{'end': 127.708, 'start': 0.129, 'title': 'Coursera plus: python data science & ml', 'summary': 'Details how to use coursera plus, an online learning platform, and notion, a workspace, to create a python data science and machine learning curriculum, including access to 7,000+ courses, projects, and certificate programs, and a $100 off deal until january 13th, 2022.', 'duration': 127.579, 'highlights': ['Coursera Plus offers access to 7,000+ courses, projects, and certificate programs from renowned institutions like Google and the University of Michigan. This showcases the extensive offering of Coursera Plus, providing a wide range of learning opportunities and resources.', "Coursera is offering a $100 off deal for the first year of Coursera Plus until January 13th, 2022, allowing users to access and complete the mentioned materials and become competent in Python programming and data science within the year. The $100 off deal highlights a significant cost-saving opportunity and the potential to become proficient in Python programming and data science within a year's time.", 'Coursera Plus also provides a 14-day money-back guarantee, ensuring users have the flexibility to explore the platform risk-free. The 14-day money-back guarantee emphasizes the assurance and flexibility offered to users, enhancing the appeal of trying out Coursera Plus.']}], 'duration': 127.579, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/GYRz3RAu4Bk/pics/GYRz3RAu4Bk129.jpg', 'highlights': ['Coursera Plus offers access to 7,000+ courses, projects, and certificate programs from renowned institutions like Google and the University of Michigan.', 'Coursera is offering a $100 off deal for the first year of Coursera Plus until January 13th, 2022.', 'Coursera Plus also provides a 14-day money-back guarantee, ensuring users have the flexibility to explore the platform risk-free.']}, {'end': 362.364, 'segs': [{'end': 209.173, 'src': 'embed', 'start': 128.089, 'weight': 0, 'content': [{'end': 131.21, 'text': "So if you try it out and find that you don't like it, you can cancel.", 'start': 128.089, 'duration': 3.121}, {'end': 134.896, 'text': "Now let's get into the fun part.", 'start': 133.755, 'duration': 1.141}, {'end': 140.601, 'text': "Once you've signed up to Coursera Plus, what should you actually learn if you want to become a data scientist,", 'start': 135.356, 'duration': 5.245}, {'end': 142.863, 'text': 'data analyst or machine learning engineer??', 'start': 140.601, 'duration': 2.262}, {'end': 147.707, 'text': "Well, first things first, let's remember this curriculum is targeted for beginners,", 'start': 143.784, 'duration': 3.923}, {'end': 153.392, 'text': 'those who have little to no experience in the world of programming, let alone data science or machine learning.', 'start': 147.707, 'duration': 5.685}, {'end': 157.077, 'text': "And so in light of that, let's define what each of these roles are.", 'start': 154.133, 'duration': 2.944}, {'end': 162.885, 'text': 'For the sake of this video, a data analyst is someone who uses data to understand the past.', 'start': 157.558, 'duration': 5.327}, {'end': 164.968, 'text': 'I mean, you may already be one of these.', 'start': 163.325, 'duration': 1.643}, {'end': 169.934, 'text': "If you've ever used a spreadsheet to track your budget or spending, that's data analysis.", 'start': 165.308, 'duration': 4.626}, {'end': 174.659, 'text': 'A data scientist is someone who uses data to understand the future.', 'start': 170.675, 'duration': 3.984}, {'end': 179.805, 'text': 'I mean, all science is essentially prophecy, using data from the past to predict the future.', 'start': 175.22, 'duration': 4.585}, {'end': 187.013, 'text': "And that's what a data scientist does, such as using past sporting results to predict how a team will perform in their next game,", 'start': 179.825, 'duration': 7.188}, {'end': 190.877, 'text': "or using last month's sales results to predict next month's results.", 'start': 187.013, 'duration': 3.864}, {'end': 194.48, 'text': 'And finally, a machine learning engineer.', 'start': 191.738, 'duration': 2.742}, {'end': 200.365, 'text': 'well, machine learning is a technique used by data scientists, so there can be some confusion here,', 'start': 194.48, 'duration': 5.885}, {'end': 209.173, 'text': 'but a machine learning engineer is someone who puts together various pieces of a technology pipeline to implement machine learning algorithms in a production setting.', 'start': 200.365, 'duration': 8.808}], 'summary': 'Coursera plus offers beginner-targeted curriculum for data roles: data analyst, data scientist, and machine learning engineer.', 'duration': 81.084, 'max_score': 128.089, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/GYRz3RAu4Bk/pics/GYRz3RAu4Bk128089.jpg'}, {'end': 277.944, 'src': 'embed', 'start': 250.114, 'weight': 1, 'content': [{'end': 253.635, 'text': "Again, we're focusing on a beginner style curriculum in this video.", 'start': 250.114, 'duration': 3.521}, {'end': 263.938, 'text': "Okay, really this time, let's cover what I'd recommend you to learn via Coursera to become a data scientist in 2022.", 'start': 256.495, 'duration': 7.443}, {'end': 269.14, 'text': 'And remember, all of these are covered in more details in the Notion curriculum template linked below.', 'start': 263.938, 'duration': 5.202}, {'end': 277.944, 'text': 'This curriculum outline is focused on learning to write Python code for data science and machine learning.', 'start': 272.421, 'duration': 5.523}], 'summary': 'Focusing on beginner curriculum for data science in 2022, emphasizing python coding.', 'duration': 27.83, 'max_score': 250.114, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/GYRz3RAu4Bk/pics/GYRz3RAu4Bk250114.jpg'}], 'start': 128.089, 'title': "Coursera's data science path", 'summary': 'Discusses coursera plus and 2022 curriculum for data science, data analytics, and machine learning, along with a recommended learning path, including python and machine learning. it provides insights into roles and applications, emphasizing the importance of foundational courses for beginners.', 'chapters': [{'end': 209.173, 'start': 128.089, 'title': 'Coursera plus curriculum for data science', 'summary': 'Discusses the coursera plus curriculum for beginners aiming to become data scientists, data analysts, or machine learning engineers, explaining the roles and providing examples of their applications.', 'duration': 81.084, 'highlights': ['The chapter explains the roles of a data analyst, data scientist, and machine learning engineer, providing clear definitions and examples to understand their differences and applications.', 'The chapter emphasizes that the Coursera Plus curriculum is targeted for beginners with little to no experience in programming, data science, or machine learning, focusing on foundational learning and skill development.', 'The chapter provides examples of data analysis and data science, illustrating the use of data to understand the past and predict the future, such as using past sporting results to predict future team performance or using sales data to forecast future results.', 'The chapter defines a machine learning engineer as someone who implements machine learning algorithms in a production setting, highlighting the distinction from data scientists who primarily use data to understand the future.', 'The chapter mentions that machine learning is a technique used by data scientists, clarifying the relationship between data scientists and machine learning engineers in the context of technology pipeline implementation.']}, {'end': 277.944, 'start': 209.553, 'title': 'Coursera data science curriculum 2022', 'summary': 'Outlines the recommended curriculum for becoming a data scientist via coursera, with a focus on learning python for data science and machine learning, including availability through coursera plus and separate programs for machine learning engineer.', 'duration': 68.391, 'highlights': ['The curriculum outlines the recommended learning path for becoming a data scientist in 2022, emphasizing the use of Python for data science and machine learning.', 'It mentions that materials for Data Analyst and Data Scientist are available through Coursera Plus, while programs for Machine Learning Engineer, such as DeepLearning.ai, are available separately.', 'The chapter highlights the availability of learning materials for Data Analyst and Data Scientist through Coursera Plus, and separate programs for Machine Learning Engineer, indicating the variance in access for different roles in the tech field.', 'It emphasizes that the curriculum is designed for beginners and provides more detailed information in the linked Notion document, offering additional resources for further exploration and learning.']}, {'end': 362.364, 'start': 278.505, 'title': 'Learning path for python, data science, and machine learning', 'summary': "Outlines a learning path consisting of three parts: beginner, bonus, and advanced, with a recommendation for beginners to start with the 'learning how to learn' course before advancing to more complex materials.", 'duration': 83.859, 'highlights': ['The beginner path offers courses to get started in Python, data science, and machine learning.', 'The bonus section provides extra materials to expand skills after completing the beginner path.', 'The advanced materials require skills from the beginner path, indicating the need for prior experience with Python, data science, and machine learning before delving into them.', "The 'Learning How to Learn' course is recommended for anyone starting a new learning journey, offering techniques such as focused and diffused thinking to approach learning a new subject."]}], 'duration': 234.275, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/GYRz3RAu4Bk/pics/GYRz3RAu4Bk128089.jpg', 'highlights': ['The chapter explains the roles of a data analyst, data scientist, and machine learning engineer, providing clear definitions and examples to understand their differences and applications.', 'The curriculum outlines the recommended learning path for becoming a data scientist in 2022, emphasizing the use of Python for data science and machine learning.', 'The chapter emphasizes that the Coursera Plus curriculum is targeted for beginners with little to no experience in programming, data science, or machine learning, focusing on foundational learning and skill development.', 'The chapter provides examples of data analysis and data science, illustrating the use of data to understand the past and predict the future, such as using past sporting results to predict future team performance or using sales data to forecast future results.', 'The chapter defines a machine learning engineer as someone who implements machine learning algorithms in a production setting, highlighting the distinction from data scientists who primarily use data to understand the future.']}, {'end': 679.08, 'segs': [{'end': 399.365, 'src': 'embed', 'start': 362.364, 'weight': 0, 'content': [{'end': 364.486, 'text': 'the Python for Everybody specialization.', 'start': 362.364, 'duration': 2.122}, {'end': 368.09, 'text': "Why this course? Well, it'll help you learn Python.", 'start': 365.167, 'duration': 2.923}, {'end': 376.739, 'text': 'But why Python? So Python is a general purpose programming language, meaning you can build almost any kind of software you can imagine with it.', 'start': 368.67, 'duration': 8.069}, {'end': 383.281, 'text': "It's known for its easy-to-get-started nature, and it's also the language of data science and machine learning.", 'start': 377.279, 'duration': 6.002}, {'end': 388.962, 'text': 'Many of the largest companies in the world, such as Google, Meta, Tesla and Apple,', 'start': 383.821, 'duration': 5.141}, {'end': 392.723, 'text': 'choose Python to handle their data science and machine learning workloads.', 'start': 388.962, 'duration': 3.761}, {'end': 399.365, 'text': 'The Python for Everybody specialization is for absolute beginners and has no prerequisites except having a computer.', 'start': 393.043, 'duration': 6.322}], 'summary': "Python for everybody is for absolute beginners, teaching python with no prerequisites, and it's the language of choice for data science and machine learning at major companies like google, meta, tesla, and apple.", 'duration': 37.001, 'max_score': 362.364, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/GYRz3RAu4Bk/pics/GYRz3RAu4Bk362364.jpg'}, {'end': 489.473, 'src': 'embed', 'start': 456.048, 'weight': 2, 'content': [{'end': 466.055, 'text': 'the Matplotlib library for visualizing data and the Scikit-learn library for implementing various machine learning processing techniques and machine learning algorithms.', 'start': 456.048, 'duration': 10.007}, {'end': 470.538, 'text': 'Number four, the machine learning specialization from the University of Washington.', 'start': 466.535, 'duration': 4.003}, {'end': 472.098, 'text': 'Why this course?', 'start': 471.397, 'duration': 0.701}, {'end': 476.081, 'text': 'After learning Python and various data science libraries,', 'start': 472.898, 'duration': 3.183}, {'end': 483.448, 'text': "if you'd like to keep diving deeper into one of the most powerful data science techniques machine learning this is the specialization to do so.", 'start': 476.081, 'duration': 7.367}, {'end': 489.473, 'text': "Inside, you'll learn about some of the major areas of machine learning, such as prediction, like predicting the sale price of houses.", 'start': 483.788, 'duration': 5.685}], 'summary': 'Machine learning specialization from university of washington covers major ml areas, such as prediction.', 'duration': 33.425, 'max_score': 456.048, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/GYRz3RAu4Bk/pics/GYRz3RAu4Bk456048.jpg'}, {'end': 500.589, 'src': 'heatmap', 'start': 456.048, 'weight': 0.959, 'content': [{'end': 466.055, 'text': 'the Matplotlib library for visualizing data and the Scikit-learn library for implementing various machine learning processing techniques and machine learning algorithms.', 'start': 456.048, 'duration': 10.007}, {'end': 470.538, 'text': 'Number four, the machine learning specialization from the University of Washington.', 'start': 466.535, 'duration': 4.003}, {'end': 472.098, 'text': 'Why this course?', 'start': 471.397, 'duration': 0.701}, {'end': 476.081, 'text': 'After learning Python and various data science libraries,', 'start': 472.898, 'duration': 3.183}, {'end': 483.448, 'text': "if you'd like to keep diving deeper into one of the most powerful data science techniques machine learning this is the specialization to do so.", 'start': 476.081, 'duration': 7.367}, {'end': 489.473, 'text': "Inside, you'll learn about some of the major areas of machine learning, such as prediction, like predicting the sale price of houses.", 'start': 483.788, 'duration': 5.685}, {'end': 496.383, 'text': 'Classification, like classifying whether or not someone is going to have dementia in a number of years based on medical records.', 'start': 489.833, 'duration': 6.55}, {'end': 500.589, 'text': 'Clustering, like grouping together customers with similar interests.', 'start': 496.803, 'duration': 3.786}], 'summary': "Specialize in machine learning with the university of washington's program, covering prediction, classification, and clustering.", 'duration': 44.541, 'max_score': 456.048, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/GYRz3RAu4Bk/pics/GYRz3RAu4Bk456048.jpg'}, {'end': 539.369, 'src': 'embed', 'start': 510.861, 'weight': 4, 'content': [{'end': 516.126, 'text': "And as a special mention, I'll also recommend Andrew Ong's and Stanford's classic machine learning course here.", 'start': 510.861, 'duration': 5.265}, {'end': 520.571, 'text': "It's fantastic for the theory and ideas behind many machine learning techniques,", 'start': 516.386, 'duration': 4.185}, {'end': 524.214, 'text': "and there's a reason why it's one of the most popular courses on the internet.", 'start': 520.571, 'duration': 3.643}, {'end': 530.24, 'text': 'however, the code exercises use matlab rather than python.', 'start': 524.975, 'duration': 5.265}, {'end': 535.005, 'text': "so, although i would recommend checking it out if you're looking to stick with python,", 'start': 530.24, 'duration': 4.765}, {'end': 539.369, 'text': 'perhaps you could reproduce the exercises with python instead of matlab.', 'start': 535.005, 'duration': 4.364}], 'summary': "Stanford's machine learning course is popular for theory, but uses matlab instead of python.", 'duration': 28.508, 'max_score': 510.861, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/GYRz3RAu4Bk/pics/GYRz3RAu4Bk510861.jpg'}, {'end': 578.851, 'src': 'embed', 'start': 549.717, 'weight': 5, 'content': [{'end': 553.92, 'text': "If you'd like to learn the math behind the code you're writing, this course will help you with that.", 'start': 549.717, 'duration': 4.203}, {'end': 558.563, 'text': "And some people get scared when they hear math, but you shouldn't.", 'start': 554.78, 'duration': 3.783}, {'end': 560.745, 'text': 'Math is the language of nature.', 'start': 559.003, 'duration': 1.742}, {'end': 568.147, 'text': 'And many of the fundamental math concepts that power machine learning, such as linear algebra and multivariate calculus,', 'start': 561.385, 'duration': 6.762}, {'end': 569.868, 'text': 'you might have already covered in high school.', 'start': 568.147, 'duration': 1.721}, {'end': 573.609, 'text': 'Except now they have a purpose powering the algorithms.', 'start': 570.488, 'duration': 3.121}, {'end': 578.851, 'text': "you're writing rather than just being assigned as homework questions from a high school textbook.", 'start': 573.609, 'duration': 5.242}], 'summary': 'Course teaches math behind coding for machine learning, leveraging high school math concepts for algorithm development.', 'duration': 29.134, 'max_score': 549.717, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/GYRz3RAu4Bk/pics/GYRz3RAu4Bk549717.jpg'}, {'end': 624.376, 'src': 'embed', 'start': 595.361, 'weight': 6, 'content': [{'end': 599.303, 'text': 'Git and GitHub are two of the most important tools when it comes to writing software.', 'start': 595.361, 'duration': 3.942}, {'end': 607.487, 'text': 'Git helps you keep track of changes to your code, and GitHub is a tool that helps you collaborate writing code and shipping software with others.', 'start': 599.823, 'duration': 7.664}, {'end': 612.97, 'text': 'Alongside Python, the language itself, I use Git and GitHub almost every day.', 'start': 608.047, 'duration': 4.923}, {'end': 618.553, 'text': 'For the past three years, all of my biggest projects have been shared straight out of GitHub.', 'start': 613.43, 'duration': 5.123}, {'end': 624.376, 'text': 'This course will get you familiar with Git and using GitHub to do things like make pull requests,', 'start': 618.993, 'duration': 5.383}], 'summary': 'Git and github are essential for software development, with the speaker using them daily for the past three years and sharing all major projects on github.', 'duration': 29.015, 'max_score': 595.361, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/GYRz3RAu4Bk/pics/GYRz3RAu4Bk595361.jpg'}, {'end': 664.335, 'src': 'embed', 'start': 636.952, 'weight': 7, 'content': [{'end': 642.056, 'text': 'Read. how can a beginner data scientist like me gain experience? Why this??', 'start': 636.952, 'duration': 5.104}, {'end': 647.441, 'text': "Well, once you've gained some fundamental skills like going through the beginner path you've just gone through,", 'start': 642.557, 'duration': 4.884}, {'end': 652.605, 'text': "chances are you'll want to use them either on your own projects or to get a job in the field.", 'start': 647.441, 'duration': 5.164}, {'end': 660.231, 'text': "This article puts together a few things I'd do if I was looking for a job or to get experience in the data science field.", 'start': 653.266, 'duration': 6.965}, {'end': 664.335, 'text': 'The main one being, start the job before you have it.', 'start': 660.872, 'duration': 3.463}], 'summary': 'Beginner data scientists should start gaining experience through personal projects or by pursuing job opportunities.', 'duration': 27.383, 'max_score': 636.952, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/GYRz3RAu4Bk/pics/GYRz3RAu4Bk636952.jpg'}], 'start': 362.364, 'title': 'Python for data science & 2022 curriculum', 'summary': 'Introduces python for everybody, applied data science with python, and machine learning specializations, highlighting the 2022 coursera data science curriculum and recommended courses for machine learning, mathematics, git and github, and gaining experience as a beginner data scientist.', 'chapters': [{'end': 510.381, 'start': 362.364, 'title': 'Python for data science & machine learning', 'summary': 'Introduces python for everybody, applied data science with python, and machine learning specializations. it outlines the broad applications of python, its relevance in data science and machine learning, and the specific skills and libraries covered in each course.', 'duration': 148.017, 'highlights': ['Python is a general purpose programming language used by major companies like Google, Meta, Tesla, and Apple for data science and machine learning. Python is chosen by major companies like Google, Meta, Tesla, and Apple for data science and machine learning.', 'The Python for Everybody specialization is tailored for absolute beginners and requires no prerequisites except having a computer. The Python for Everybody specialization is designed for absolute beginners and has no prerequisites except owning a computer.', 'Applied Data Science with Python specialization covers Python libraries like pandas for data processing, NumPy for numerical computing, Matplotlib for data visualization, and Scikit-learn for machine learning techniques. The Applied Data Science with Python specialization includes hands-on experience with Python libraries such as pandas, NumPy, Matplotlib, and Scikit-learn for various data science and machine learning tasks.', 'The Machine Learning specialization from the University of Washington delves into major areas of machine learning, including prediction, classification, clustering, and information retrieval, all implemented using the Python programming language. The Machine Learning specialization from the University of Washington covers major areas of machine learning, such as prediction, classification, clustering, and information retrieval, all implemented using Python.']}, {'end': 679.08, 'start': 510.861, 'title': '2022 coursera data science curriculum', 'summary': 'Highlights the 2022 coursera data science curriculum, including recommended courses for machine learning, mathematics, git and github, and gaining experience as a beginner data scientist.', 'duration': 168.219, 'highlights': ['The chapter highlights the recommended machine learning course by Andrew Ong and Stanford, which is popular for its theory and ideas behind machine learning techniques, although it uses matlab instead of python for code exercises.', "It emphasizes the importance of understanding mathematics for machine learning and how it underpins the algorithms and code, especially for those who want to learn the math behind the code they're writing.", "Google's introduction to Git and GitHub is recommended as an essential course for collaboration and version control in software development, highlighting the significance of these tools for daily use and sharing projects.", "The article 'how can a beginner data scientist like me gain experience?' is highlighted as a resource for gaining practical experience in the data science field, emphasizing the importance of starting to apply skills even before securing a job or project."]}], 'duration': 316.716, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/GYRz3RAu4Bk/pics/GYRz3RAu4Bk362364.jpg', 'highlights': ['Python is a general purpose programming language used by major companies like Google, Meta, Tesla, and Apple for data science and machine learning.', 'The Python for Everybody specialization is tailored for absolute beginners and requires no prerequisites except having a computer.', 'Applied Data Science with Python specialization covers Python libraries like pandas for data processing, NumPy for numerical computing, Matplotlib for data visualization, and Scikit-learn for machine learning techniques.', 'The Machine Learning specialization from the University of Washington delves into major areas of machine learning, including prediction, classification, clustering, and information retrieval, all implemented using the Python programming language.', 'The chapter highlights the recommended machine learning course by Andrew Ong and Stanford, which is popular for its theory and ideas behind machine learning techniques, although it uses matlab instead of python for code exercises.', "It emphasizes the importance of understanding mathematics for machine learning and how it underpins the algorithms and code, especially for those who want to learn the math behind the code they're writing.", "Google's introduction to Git and GitHub is recommended as an essential course for collaboration and version control in software development, highlighting the significance of these tools for daily use and sharing projects.", "The article 'how can a beginner data scientist like me gain experience?' is highlighted as a resource for gaining practical experience in the data science field, emphasizing the importance of starting to apply skills even before securing a job or project."]}, {'end': 881.287, 'segs': [{'end': 723.457, 'src': 'embed', 'start': 694.632, 'weight': 4, 'content': [{'end': 700.036, 'text': 'There should be a button up in the top right that you can duplicate this and copy it to your own computer or own Notion account.', 'start': 694.632, 'duration': 5.404}, {'end': 702.778, 'text': 'And then you can play around with it and customize it yourself.', 'start': 700.356, 'duration': 2.422}, {'end': 711.025, 'text': 'But this is just an example layout of how I might put together a data science and machine learning with Python curriculum in Notion.', 'start': 703.279, 'duration': 7.746}, {'end': 714.208, 'text': "It's a beautiful, beautiful piece of software, but let's get started.", 'start': 711.425, 'duration': 2.783}, {'end': 716.41, 'text': "So here I've got the date started.", 'start': 714.268, 'duration': 2.142}, {'end': 717.091, 'text': "I've got today.", 'start': 716.57, 'duration': 0.521}, {'end': 723.457, 'text': "You can do at today or maybe you start tomorrow or because I've got next week.", 'start': 717.111, 'duration': 6.346}], 'summary': 'Demonstrating how to create a data science and machine learning curriculum in notion, with options to duplicate and customize.', 'duration': 28.825, 'max_score': 694.632, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/GYRz3RAu4Bk/pics/GYRz3RAu4Bk694632.jpg'}, {'end': 769.302, 'src': 'embed', 'start': 739.783, 'weight': 0, 'content': [{'end': 741.705, 'text': 'so you can put in a table of contents.', 'start': 739.783, 'duration': 1.922}, {'end': 744.027, 'text': 'click that and what a table of contents will do.', 'start': 741.705, 'duration': 2.322}, {'end': 746.79, 'text': "I'll actually delete this one because I've already got one.", 'start': 744.027, 'duration': 2.763}, {'end': 748.571, 'text': 'it will turn all of these headings.', 'start': 746.79, 'duration': 1.781}, {'end': 750.673, 'text': 'let me just show you how to make a heading.', 'start': 748.571, 'duration': 2.102}, {'end': 755.696, 'text': "we can go hash, hash, heading two, and then we've got test heading.", 'start': 750.673, 'duration': 5.023}, {'end': 760.318, 'text': 'But really the most powerful thing in Notion is the slash for commands.', 'start': 756.516, 'duration': 3.802}, {'end': 762.399, 'text': "Again, I'm not going to go through all of these.", 'start': 760.818, 'duration': 1.581}, {'end': 764.78, 'text': 'Notion have got some great documentation on what you can do.', 'start': 762.499, 'duration': 2.281}, {'end': 769.302, 'text': 'Essentially, you can make any kind of doc or document that you can imagine.', 'start': 765.441, 'duration': 3.861}], 'summary': 'Notion allows creating versatile documents with powerful slash commands.', 'duration': 29.519, 'max_score': 739.783, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/GYRz3RAu4Bk/pics/GYRz3RAu4Bk739783.jpg'}, {'end': 824.649, 'src': 'embed', 'start': 797.65, 'weight': 3, 'content': [{'end': 803.252, 'text': 'Here I also like to put the first front and foremost to-dos of what to do.', 'start': 797.65, 'duration': 5.602}, {'end': 807.394, 'text': 'So number one is choose a curriculum course outline.', 'start': 803.732, 'duration': 3.662}, {'end': 810.475, 'text': 'And by the way, you can create a to-do by going slash to-do.', 'start': 807.934, 'duration': 2.541}, {'end': 812.096, 'text': "So let's just test that.", 'start': 810.495, 'duration': 1.601}, {'end': 814.217, 'text': 'Show off the to-do.', 'start': 812.956, 'duration': 1.261}, {'end': 817.125, 'text': 'Click, done.', 'start': 816.124, 'duration': 1.001}, {'end': 819.126, 'text': 'Sign up for Coursera Plus.', 'start': 817.845, 'duration': 1.281}, {'end': 824.649, 'text': "So, if you want access to all of the courses that we've mentioned in this video and that are gonna be listed below,", 'start': 819.546, 'duration': 5.103}], 'summary': 'Choose a curriculum outline, sign up for coursera plus.', 'duration': 26.999, 'max_score': 797.65, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/GYRz3RAu4Bk/pics/GYRz3RAu4Bk797650.jpg'}, {'end': 870.095, 'src': 'embed', 'start': 846.021, 'weight': 1, 'content': [{'end': 852.586, 'text': "I've spoken about all of these things in the video, so I'm not going to reiterate them, but the Notion document, as I said at the start,", 'start': 846.021, 'duration': 6.565}, {'end': 855.208, 'text': 'is where all of the content from the video came from.', 'start': 852.586, 'duration': 2.622}, {'end': 857.75, 'text': 'So here you can see the curriculum focus.', 'start': 855.848, 'duration': 1.902}, {'end': 858.751, 'text': "We've got the key.", 'start': 858.03, 'duration': 0.721}, {'end': 861.553, 'text': 'You can change the color of text to make it look all pretty.', 'start': 859.071, 'duration': 2.482}, {'end': 870.095, 'text': "How about we change this? What's your favorite color? How about yellow? That's just an example, right? And then we've got a little call out.", 'start': 861.973, 'duration': 8.122}], 'summary': 'Notion document contains curriculum focus with customizable text colors and call out.', 'duration': 24.074, 'max_score': 846.021, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/GYRz3RAu4Bk/pics/GYRz3RAu4Bk846021.jpg'}], 'start': 679.5, 'title': 'Notion document organization', 'summary': 'Discusses how to organize a notion document, including setting the date, creating a table of contents, using slash commands, and incorporating to-do lists and visual overviews.', 'chapters': [{'end': 714.208, 'start': 679.5, 'title': 'Notion curriculum template tour', 'summary': 'Explores a tour of the notion curriculum template, emphasizing the ability to duplicate and customize the data science and machine learning with python curriculum layout in notion.', 'duration': 34.708, 'highlights': ['The video references the Notion curriculum template for data science and machine learning with Python.', 'Viewers are encouraged to duplicate and customize the layout for their own use.', 'Notion is described as a beautiful piece of software for organizing data science and machine learning curriculum.']}, {'end': 881.287, 'start': 714.268, 'title': 'Notion document organization', 'summary': 'Discusses organizing a notion document, including setting the date, creating a table of contents, using slash commands, and incorporating to-do lists and visual overviews.', 'duration': 167.019, 'highlights': ['The most powerful thing in Notion is the slash for commands, which allows for creating various document elements effortlessly.', 'Creating a table of contents in Notion turns all headings into a structured list, enhancing document navigation and organization.', 'Utilizing to-do lists in Notion can help prioritize tasks, such as choosing a curriculum course outline and signing up for Coursera Plus for access to various courses.', 'Incorporating visual overviews alongside text content in Notion documents can provide a comprehensive and engaging learning experience.']}], 'duration': 201.787, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/GYRz3RAu4Bk/pics/GYRz3RAu4Bk679500.jpg', 'highlights': ['Creating a table of contents in Notion turns all headings into a structured list, enhancing document navigation and organization.', 'Incorporating visual overviews alongside text content in Notion documents can provide a comprehensive and engaging learning experience.', 'The most powerful thing in Notion is the slash for commands, which allows for creating various document elements effortlessly.', 'Utilizing to-do lists in Notion can help prioritize tasks, such as choosing a curriculum course outline and signing up for Coursera Plus for access to various courses.', 'The video references the Notion curriculum template for data science and machine learning with Python.', 'Viewers are encouraged to duplicate and customize the layout for their own use.', 'Notion is described as a beautiful piece of software for organizing data science and machine learning curriculum.']}, {'end': 1323.54, 'segs': [{'end': 923.592, 'src': 'embed', 'start': 881.748, 'weight': 1, 'content': [{'end': 888.07, 'text': "This is a little flow chart that I made using Whimsical, which is again, a visual representation of the curriculum that we've just gone through.", 'start': 881.748, 'duration': 6.322}, {'end': 890.831, 'text': "We've got the beginner steps here, learning how to learn.", 'start': 888.35, 'duration': 2.481}, {'end': 892.272, 'text': 'This is just an image.', 'start': 891.411, 'duration': 0.861}, {'end': 896.273, 'text': 'So if we go into here, image, image.', 'start': 892.672, 'duration': 3.601}, {'end': 900.595, 'text': 'Again, the slash, the forward slash command is going to be your friend.', 'start': 897.253, 'duration': 3.342}, {'end': 901.895, 'text': 'Have a play around with it.', 'start': 900.855, 'duration': 1.04}, {'end': 905.577, 'text': "I can't stress enough how fun Notion is once you start to get into it.", 'start': 901.915, 'duration': 3.662}, {'end': 910.619, 'text': "But if you wanna have a look at the original version of this, It's online.", 'start': 906.217, 'duration': 4.402}, {'end': 912.161, 'text': "I'll just bring this over here.", 'start': 911.1, 'duration': 1.061}, {'end': 915.985, 'text': "There's a little bit more text here.", 'start': 912.181, 'duration': 3.804}, {'end': 918.407, 'text': "I've just inserted the image without the text.", 'start': 916.265, 'duration': 2.142}, {'end': 921.97, 'text': "But there's nothing here that we haven't discussed in this video so far.", 'start': 918.887, 'duration': 3.083}, {'end': 923.592, 'text': "Let's go back to Notion.", 'start': 922.671, 'duration': 0.921}], 'summary': 'Visual representation of curriculum with beginner steps and emphasis on notion.', 'duration': 41.844, 'max_score': 881.748, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/GYRz3RAu4Bk/pics/GYRz3RAu4Bk881748.jpg'}, {'end': 1031.973, 'src': 'embed', 'start': 1003.802, 'weight': 2, 'content': [{'end': 1005.904, 'text': 'Every card is its own page in Notion too.', 'start': 1003.802, 'duration': 2.102}, {'end': 1009.326, 'text': "And wonderful thing about this is that there's multiple views.", 'start': 1006.524, 'duration': 2.802}, {'end': 1010.407, 'text': 'Look at this timeline.', 'start': 1009.366, 'duration': 1.041}, {'end': 1011.108, 'text': 'Oh my goodness.', 'start': 1010.527, 'duration': 0.581}, {'end': 1016.311, 'text': "So we've got the green rows here, these green rows, the beginner curriculum.", 'start': 1011.628, 'duration': 4.683}, {'end': 1019.714, 'text': "We've got learning how to learn Python for everybody.", 'start': 1017.632, 'duration': 2.082}, {'end': 1022.696, 'text': "And if we jump into one of these, let's go back to the board view.", 'start': 1020.094, 'duration': 2.602}, {'end': 1023.496, 'text': "There's also list.", 'start': 1022.716, 'duration': 0.78}, {'end': 1025.751, 'text': "Let's jump into the board.", 'start': 1024.77, 'duration': 0.981}, {'end': 1031.973, 'text': 'To create a table, by the way, or a board like this, you just go board, database, inline.', 'start': 1026.371, 'duration': 5.602}], 'summary': 'Notion allows creating multiple views, such as timeline and board, with specific content like beginner curriculum and python learning.', 'duration': 28.171, 'max_score': 1003.802, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/GYRz3RAu4Bk/pics/GYRz3RAu4Bk1003802.jpg'}, {'end': 1098.99, 'src': 'embed', 'start': 1067.473, 'weight': 3, 'content': [{'end': 1069.494, 'text': 'This is using a technique called Kanban.', 'start': 1067.473, 'duration': 2.021}, {'end': 1070.895, 'text': "I'll let you look that one up.", 'start': 1069.854, 'duration': 1.041}, {'end': 1075.537, 'text': "Essentially, it's just creating a board where you can move stuff from not started to completed.", 'start': 1071.315, 'duration': 4.222}, {'end': 1083.821, 'text': "And then, as you go through, let's give an example we'll jump to this link data science, python.", 'start': 1075.937, 'duration': 7.884}, {'end': 1088.384, 'text': "put this on one side of the page and we'll get this one on the other.", 'start': 1083.821, 'duration': 4.563}, {'end': 1090.005, 'text': 'open it out as a page.', 'start': 1088.384, 'duration': 1.621}, {'end': 1098.99, 'text': "now, if we go into the syllabus courses, we might go here we go, let's write to do just like we have with all the other ones.", 'start': 1090.005, 'duration': 8.985}], 'summary': 'Using kanban technique to organize tasks, moving from not started to completed.', 'duration': 31.517, 'max_score': 1067.473, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/GYRz3RAu4Bk/pics/GYRz3RAu4Bk1067473.jpg'}, {'end': 1166.86, 'src': 'heatmap', 'start': 1135.89, 'weight': 0.847, 'content': [{'end': 1139.432, 'text': "I've already been through this course, the introduction data science.", 'start': 1135.89, 'duration': 3.542}, {'end': 1141.572, 'text': 'you can keep all of your notes here.', 'start': 1139.432, 'duration': 2.14}, {'end': 1146.134, 'text': 'And so if you want to do code, you can do triple back ticks.', 'start': 1143.573, 'duration': 2.561}, {'end': 1146.774, 'text': 'Look at that.', 'start': 1146.434, 'duration': 0.34}, {'end': 1150.898, 'text': "We've got Python, so we go import pandas as pd.", 'start': 1147.517, 'duration': 3.381}, {'end': 1152.658, 'text': "If you're not sure what that is, that's fine.", 'start': 1150.958, 'duration': 1.7}, {'end': 1154.798, 'text': "You'll learn that when you learn pandas in here.", 'start': 1152.938, 'duration': 1.86}, {'end': 1166.86, 'text': "And then maybe you go df for data frame equals, well, this is, we'll write how to create a data frame in pandas.", 'start': 1155.278, 'duration': 11.582}], 'summary': 'Introduction to data science course includes python programming and pandas data manipulation.', 'duration': 30.97, 'max_score': 1135.89, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/GYRz3RAu4Bk/pics/GYRz3RAu4Bk1135890.jpg'}, {'end': 1247.985, 'src': 'embed', 'start': 1217.599, 'weight': 0, 'content': [{'end': 1219.14, 'text': "i didn't even know that.", 'start': 1217.599, 'duration': 1.541}, {'end': 1220.34, 'text': "see, that's the beauty of notion.", 'start': 1219.14, 'duration': 1.2}, {'end': 1225.712, 'text': "you, you, there's actually so many features in here that, Wow, that's pretty cool.", 'start': 1220.34, 'duration': 5.372}, {'end': 1232.555, 'text': "So there's the curriculum, look at that, starting in January 2022, going all the way through to the end of, or the start of September.", 'start': 1226.332, 'duration': 6.223}, {'end': 1237.798, 'text': "You'd be a pretty darn competent data science and Python programmer by going through all of this.", 'start': 1233.116, 'duration': 4.682}, {'end': 1244.002, 'text': "And then if we change it to list, well, you've got completed, learning how to learn, completed, Python for everybody.", 'start': 1238.279, 'duration': 5.723}, {'end': 1245.603, 'text': 'Then you jump back into here.', 'start': 1244.022, 'duration': 1.581}, {'end': 1247.985, 'text': 'curriculum tracker.', 'start': 1246.423, 'duration': 1.562}], 'summary': 'Notion offers a comprehensive curriculum for data science and python programming, spanning from january 2022 to september, making learners competent in these areas.', 'duration': 30.386, 'max_score': 1217.599, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/GYRz3RAu4Bk/pics/GYRz3RAu4Bk1217599.jpg'}], 'start': 881.748, 'title': 'Visual and data science curriculum creation', 'summary': 'Emphasizes creating a visual flow chart for the curriculum using whimsical, promoting the use of notion for learning, and outlines the comprehensive data science curriculum creation with a potential completion date by september 2022.', 'chapters': [{'end': 923.592, 'start': 881.748, 'title': 'Visual curriculum flow chart', 'summary': 'Highlights the creation of a visual flow chart using whimsical as a representation of the curriculum, emphasizing the beginner steps and the use of notion for learning, with an invitation to explore the original version online.', 'duration': 41.844, 'highlights': ['The creation of a visual flow chart using Whimsical as a representation of the curriculum.', 'Emphasizing the beginner steps for learning and the importance of the forward slash command.', 'The fun and usefulness of Notion as a learning tool.', 'Inviting viewers to explore the original version of the flow chart online.']}, {'end': 1323.54, 'start': 924.153, 'title': 'Creating data science curriculum', 'summary': 'Outlines creating a comprehensive data science curriculum using notion, including tracking progress, organizing courses, and utilizing features for effective learning, with a potential completion date by september 2022.', 'duration': 399.387, 'highlights': ['The curriculum includes courses on data science, Python programming, and machine learning, with a potential completion date by September 2022.', 'Notion features such as board view, timeline, and database inline are used to track progress and organize learning materials, providing a comprehensive learning experience.', 'The use of Kanban technique to track course progress and organize notes within Notion, ensuring efficient learning and retention of knowledge.']}], 'duration': 441.792, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/GYRz3RAu4Bk/pics/GYRz3RAu4Bk881748.jpg', 'highlights': ['The curriculum includes courses on data science, Python programming, and machine learning, with a potential completion date by September 2022.', 'Emphasizes creating a visual flow chart for the curriculum using Whimsical as a representation.', 'Notion features such as board view, timeline, and database inline are used to track progress and organize learning materials, providing a comprehensive learning experience.', 'The use of Kanban technique to track course progress and organize notes within Notion, ensuring efficient learning and retention of knowledge.', 'Emphasizing the beginner steps for learning and the importance of the forward slash command.', 'The fun and usefulness of Notion as a learning tool.', 'Inviting viewers to explore the original version of the flow chart online.']}], 'highlights': ['Coursera Plus offers access to 7,000+ courses, projects, and certificate programs from renowned institutions like Google and the University of Michigan.', 'Coursera is offering a $100 off deal for the first year of Coursera Plus until January 13th, 2022.', 'Coursera Plus also provides a 14-day money-back guarantee, ensuring users have the flexibility to explore the platform risk-free.', 'The curriculum outlines the recommended learning path for becoming a data scientist in 2022, emphasizing the use of Python for data science and machine learning.', 'The chapter emphasizes that the Coursera Plus curriculum is targeted for beginners with little to no experience in programming, data science, or machine learning, focusing on foundational learning and skill development.', 'Python is a general purpose programming language used by major companies like Google, Meta, Tesla, and Apple for data science and machine learning.', 'The Python for Everybody specialization is tailored for absolute beginners and requires no prerequisites except having a computer.', 'Applied Data Science with Python specialization covers Python libraries like pandas for data processing, NumPy for numerical computing, Matplotlib for data visualization, and Scikit-learn for machine learning techniques.', 'The Machine Learning specialization from the University of Washington delves into major areas of machine learning, including prediction, classification, clustering, and information retrieval, all implemented using the Python programming language.', 'The chapter highlights the recommended machine learning course by Andrew Ong and Stanford, which is popular for its theory and ideas behind machine learning techniques, although it uses matlab instead of python for code exercises.', 'Creating a table of contents in Notion turns all headings into a structured list, enhancing document navigation and organization.', 'Incorporating visual overviews alongside text content in Notion documents can provide a comprehensive and engaging learning experience.', 'The most powerful thing in Notion is the slash for commands, which allows for creating various document elements effortlessly.', 'Utilizing to-do lists in Notion can help prioritize tasks, such as choosing a curriculum course outline and signing up for Coursera Plus for access to various courses.', 'The curriculum includes courses on data science, Python programming, and machine learning, with a potential completion date by September 2022.', 'Emphasizes creating a visual flow chart for the curriculum using Whimsical as a representation.', 'Notion features such as board view, timeline, and database inline are used to track progress and organize learning materials, providing a comprehensive learning experience.', 'The use of Kanban technique to track course progress and organize notes within Notion, ensuring efficient learning and retention of knowledge.']}