title
Tutorial 33- Installing Cuda Toolkit And cuDNN For Deep Learning

description
Cuda Toolkit: https://developer.nvidia.com/cuda-10.0-download-archive cuDnn: https://developer.nvidia.com/rdp/cudnn-download Please join as a member in my channel to get additional benefits like materials in Data Science, live streaming for Members and many more https://www.youtube.com/channel/UCNU_lfiiWBdtULKOw6X0Dig/join Please do subscribe my other channel too https://www.youtube.com/channel/UCjWY5hREA6FFYrthD0rZNIw Connect with me here: Twitter: https://twitter.com/Krishnaik06 Facebook: https://www.facebook.com/krishnaik06 instagram: https://www.instagram.com/krishnaik06

detail
{'title': 'Tutorial 33- Installing Cuda Toolkit And cuDNN For Deep Learning', 'heatmap': [{'end': 386.971, 'start': 303.685, 'weight': 0.965}], 'summary': 'Learn to install cuda and cudnn for gtx 1650 gpu, set up cuda toolkit 10.0 and visual studio community 2017, and achieve 99% accuracy in 42 minutes with 10,000 images using tensorflow gpu and keras in the anaconda environment.', 'chapters': [{'end': 238.655, 'segs': [{'end': 59.134, 'src': 'embed', 'start': 29.886, 'weight': 0, 'content': [{'end': 33.548, 'text': 'run some of the deep learning programs in this, definitely this will be helpful.', 'start': 29.886, 'duration': 3.662}, {'end': 38.472, 'text': "so that particular process, I'll tell you that how you should go ahead installing CUDA and CUDNN.", 'start': 33.548, 'duration': 4.924}, {'end': 43.316, 'text': 'okay, so this deep neural network library, first of all,', 'start': 38.472, 'duration': 4.844}, {'end': 52.33, 'text': 'understand that Nvidia of GTX 1650 is basically of Nvidia right and if you want to utilize that this, CUDA libraries have been Created for that.', 'start': 43.316, 'duration': 9.014}, {'end': 52.59, 'text': 'you know.', 'start': 52.33, 'duration': 0.26}, {'end': 59.134, 'text': 'so that and these all are C++ binding C++ code or usual code which will actually require.', 'start': 52.59, 'duration': 6.544}], 'summary': "Running deep learning programs with nvidia's gtx 1650 requires installing cuda and cudnn libraries.", 'duration': 29.248, 'max_score': 29.886, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/StH5YNrY0mE/pics/StH5YNrY0mE29886.jpg'}, {'end': 132.169, 'src': 'embed', 'start': 104.314, 'weight': 3, 'content': [{'end': 110.818, 'text': 'so first of all, uh, if you have 1650, okay, then you can go ahead with kuda toolkit 10.0.', 'start': 104.314, 'duration': 6.504}, {'end': 113.68, 'text': 'if not, uh, you can also work with kuda toolkit 9.', 'start': 110.818, 'duration': 2.862}, {'end': 118.183, 'text': "okay, if you don't have 1650, if you have the below version of that particular gpu.", 'start': 113.68, 'duration': 4.503}, {'end': 122.02, 'text': 'so first of all, you go and download kuda toolkit.', 'start': 118.183, 'duration': 3.837}, {'end': 124.783, 'text': "so here i've actually written kuda toolkit 10 download.", 'start': 122.02, 'duration': 2.763}, {'end': 126.504, 'text': 'so this is the recent one 10.2.', 'start': 124.783, 'duration': 1.721}, {'end': 132.169, 'text': "now you can click on kuda toolkit 10.0, you'll be able to get this kind of page.", 'start': 126.504, 'duration': 5.665}], 'summary': 'To use kuda toolkit 10.0, a gpu of 1650 or higher is required; otherwise, kuda toolkit 9 can be used.', 'duration': 27.855, 'max_score': 104.314, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/StH5YNrY0mE/pics/StH5YNrY0mE104314.jpg'}, {'end': 217.199, 'src': 'embed', 'start': 174.792, 'weight': 4, 'content': [{'end': 181.938, 'text': 'okay, if you have a fast internet, just download this particular file over here and once you that particular file is actually downloaded,', 'start': 174.792, 'duration': 7.146}, {'end': 183.999, 'text': 'you will be able to see that particular file like this.', 'start': 181.938, 'duration': 2.061}, {'end': 186.922, 'text': 'okay, so here is that particular file that you have.', 'start': 183.999, 'duration': 2.923}, {'end': 189.103, 'text': 'so this is the first thing that you have to do.', 'start': 186.922, 'duration': 2.181}, {'end': 190.644, 'text': 'uh, download this particular version.', 'start': 189.103, 'duration': 1.541}, {'end': 193.447, 'text': "so i've just written as uh, download cuda toolkit.", 'start': 190.644, 'duration': 2.803}, {'end': 195.388, 'text': "okay, so i've done that already.", 'start': 193.447, 'duration': 1.941}, {'end': 199.131, 'text': 'now the next thing is that we have to go and download.', 'start': 195.388, 'duration': 3.743}, {'end': 204.533, 'text': 'uh, see you the nvidia cuda deep deep neural network library.', 'start': 199.131, 'duration': 5.402}, {'end': 205.514, 'text': 'now what this is?', 'start': 204.533, 'duration': 0.981}, {'end': 210.936, 'text': 'this is a gpu accelerated library of primitives for deep learning uh, deep neural networks.', 'start': 205.514, 'duration': 5.422}, {'end': 217.199, 'text': 'it provides high, highly tuned implementation for standard routines such as forward and back, backward convolution, cooling,', 'start': 210.936, 'duration': 6.263}], 'summary': 'Download cuda toolkit and nvidia cuda deep neural network library for gpu-accelerated deep learning.', 'duration': 42.407, 'max_score': 174.792, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/StH5YNrY0mE/pics/StH5YNrY0mE174792.jpg'}], 'start': 1.704, 'title': 'Installing cuda and cudnn for gtx 1650', 'summary': 'Covers the quick installation process of cuda and cudnn for utilizing the gtx 1650 gpu, emphasizing their importance for efficient gpu utilization, including steps for setting up cuda toolkit 10.0 and cudnn for deep learning.', 'chapters': [{'end': 52.59, 'start': 1.704, 'title': 'Installing cuda and cudnn for gtx 1650', 'summary': 'Focuses on the process of quickly installing cuda and cudnn for utilizing the gtx 1650 gpu and running deep learning programs, highlighting the importance of these libraries for efficient utilization of the gpu.', 'duration': 50.886, 'highlights': ['The process of quickly installing CUDA and CUDNN for utilizing the GTX 1650 GPU and running deep learning programs is highlighted as important.', 'The GTX 1650 laptop with CUDA and CUDNN installation can efficiently run deep learning programs.', 'The importance of CUDA and CUDNN for efficient utilization of the GTX 1650 GPU is emphasized.']}, {'end': 238.655, 'start': 52.59, 'title': 'Setting up cuda toolkit and cudnn', 'summary': 'Outlines the process of downloading and installing cuda toolkit 10.0, emphasizing the compatibility with the nvidia 1650 gpu and the subsequent installation of the nvidia cuda deep neural network library, cudnn for deep learning.', 'duration': 186.065, 'highlights': ['It is emphasized that the compatibility of the CUDA Toolkit with the Nvidia 1650 GPU is crucial, with the recommendation to use CUDA Toolkit 10.0 for this particular GPU, and CUDA Toolkit 9 for lower versions. The compatibility of CUDA Toolkit with the Nvidia 1650 GPU is crucial. Recommendation to use CUDA Toolkit 10.0 for this particular GPU, and CUDA Toolkit 9 for lower versions.', 'The process of downloading CUDA Toolkit 10.0 is described, with an emphasis on selecting the appropriate operating system and downloading the executable file, which is approximately 2.1 GB in size. Description of the process of downloading CUDA Toolkit 10.0. Emphasis on selecting the appropriate operating system and downloading the 2.1 GB executable file.', 'The subsequent step involves downloading the Nvidia CUDA Deep Neural Network library (CUDNN), highlighting its compatibility with various frameworks such as Cafe, Cafe2, Chainer, Keras, Matlab, Maxnet, TensorFlow, and PyDosh. Description of the subsequent step involving the download of Nvidia CUDA Deep Neural Network library (CUDNN), emphasizing its compatibility with various frameworks.']}], 'duration': 236.951, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/StH5YNrY0mE/pics/StH5YNrY0mE1704.jpg', 'highlights': ['The GTX 1650 laptop with CUDA and CUDNN installation can efficiently run deep learning programs.', 'The importance of CUDA and CUDNN for efficient utilization of the GTX 1650 GPU is emphasized.', 'The process of quickly installing CUDA and CUDNN for utilizing the GTX 1650 GPU and running deep learning programs is highlighted as important.', 'The compatibility of the CUDA Toolkit with the Nvidia 1650 GPU is crucial. Recommendation to use CUDA Toolkit 10.0 for this particular GPU, and CUDA Toolkit 9 for lower versions.', 'Description of the process of downloading CUDA Toolkit 10.0. Emphasis on selecting the appropriate operating system and downloading the 2.1 GB executable file.', 'Description of the subsequent step involving the download of Nvidia CUDA Deep Neural Network library (CUDNN), emphasizing its compatibility with various frameworks.']}, {'end': 599.995, 'segs': [{'end': 265.686, 'src': 'embed', 'start': 238.775, 'weight': 0, 'content': [{'end': 242.337, 'text': 'You also need to have an account, okay? You also need to have an account.', 'start': 238.775, 'duration': 3.562}, {'end': 245.379, 'text': "I'm just going to log in into this particular account.", 'start': 242.778, 'duration': 2.601}, {'end': 249.67, 'text': 'You can log in with your own account.', 'start': 247.228, 'duration': 2.442}, {'end': 251.172, 'text': 'You can create an account for this.', 'start': 249.69, 'duration': 1.482}, {'end': 259.279, 'text': "So I'll just go and click on create an account and quickly create this particular account and start downloading it.", 'start': 252.053, 'duration': 7.226}, {'end': 265.686, 'text': "Okay, so I'm just going to log in into this particular account.", 'start': 260.079, 'duration': 5.607}], 'summary': 'Creating an account is necessary, and logging in is required to start downloading.', 'duration': 26.911, 'max_score': 238.775, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/StH5YNrY0mE/pics/StH5YNrY0mE238775.jpg'}, {'end': 386.971, 'src': 'heatmap', 'start': 303.685, 'weight': 0.965, 'content': [{'end': 307.147, 'text': 'okay, now, after getting this zip file, what you do is that you extract it over here.', 'start': 303.685, 'duration': 3.462}, {'end': 309.169, 'text': 'so this is the extracted library.', 'start': 307.147, 'duration': 2.022}, {'end': 311.31, 'text': 'all you do is that you just copy this.', 'start': 309.169, 'duration': 2.141}, {'end': 312.931, 'text': 'okay, just copy this.', 'start': 311.31, 'duration': 1.621}, {'end': 315.793, 'text': 'go to your C Drive, okay, and just paste it over here.', 'start': 312.931, 'duration': 2.862}, {'end': 321.267, 'text': 'the reason why we are doing this is that we have to set this particular path in our environment variable.', 'start': 316.903, 'duration': 4.364}, {'end': 325.27, 'text': "so because of this, i have to actually, uh, i'm just pasting this inside my c drive.", 'start': 321.267, 'duration': 4.003}, {'end': 326.431, 'text': "so here i've pasted over.", 'start': 325.27, 'duration': 1.161}, {'end': 331.495, 'text': 'here you can see, my three folders are here bin, include lip, and all these particular folders are here.', 'start': 326.431, 'duration': 5.064}, {'end': 337.08, 'text': 'the next thing that you have to do is that you have to go to your environment variable.', 'start': 331.495, 'duration': 5.585}, {'end': 340.663, 'text': "i'll just show you uh, you have to first of all go in your environment variable.", 'start': 337.08, 'duration': 3.583}, {'end': 344.522, 'text': 'okay, now, in the environment variable, what you have to do.', 'start': 340.663, 'duration': 3.859}, {'end': 346.363, 'text': 'go into the system variables.', 'start': 344.522, 'duration': 1.841}, {'end': 351.629, 'text': 'over here, inside the system variables, you will be able to see something called as path.', 'start': 346.363, 'duration': 5.266}, {'end': 353.731, 'text': 'okay, so, click on this particular path.', 'start': 351.629, 'duration': 2.102}, {'end': 357.675, 'text': 'see, after installing toolkit, automatically this particular bin folder will get added.', 'start': 353.731, 'duration': 3.944}, {'end': 361.597, 'text': 'uh, the only thing that you have to do is that this cudnn.', 'start': 358.556, 'duration': 3.041}, {'end': 365.859, 'text': 'uh, whatever zip file you have downloaded, how many folders are actually present inside this?', 'start': 361.597, 'duration': 4.262}, {'end': 368.16, 'text': 'all this particular folder path needs to be put down over here.', 'start': 365.859, 'duration': 2.301}, {'end': 372.762, 'text': 'so here you can see, i have put down first of my bin path.', 'start': 368.16, 'duration': 4.602}, {'end': 376.283, 'text': 'this is my include path and library x64 path.', 'start': 372.762, 'duration': 3.521}, {'end': 378.924, 'text': 'okay, so here, all this particular three folder path,', 'start': 376.283, 'duration': 2.641}, {'end': 383.546, 'text': "i'm actually given the path itself over there so that it can actually access this particular library easily.", 'start': 378.924, 'duration': 4.622}, {'end': 385.93, 'text': 'okay, so this is done.', 'start': 384.309, 'duration': 1.621}, {'end': 386.971, 'text': 'this, all steps are done.', 'start': 385.93, 'duration': 1.041}], 'summary': 'Extract and set paths for toolkit in environment variables, including bin, include, and library x64 paths, for easy access.', 'duration': 83.286, 'max_score': 303.685, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/StH5YNrY0mE/pics/StH5YNrY0mE303685.jpg'}, {'end': 337.08, 'src': 'embed', 'start': 309.169, 'weight': 2, 'content': [{'end': 311.31, 'text': 'all you do is that you just copy this.', 'start': 309.169, 'duration': 2.141}, {'end': 312.931, 'text': 'okay, just copy this.', 'start': 311.31, 'duration': 1.621}, {'end': 315.793, 'text': 'go to your C Drive, okay, and just paste it over here.', 'start': 312.931, 'duration': 2.862}, {'end': 321.267, 'text': 'the reason why we are doing this is that we have to set this particular path in our environment variable.', 'start': 316.903, 'duration': 4.364}, {'end': 325.27, 'text': "so because of this, i have to actually, uh, i'm just pasting this inside my c drive.", 'start': 321.267, 'duration': 4.003}, {'end': 326.431, 'text': "so here i've pasted over.", 'start': 325.27, 'duration': 1.161}, {'end': 331.495, 'text': 'here you can see, my three folders are here bin, include lip, and all these particular folders are here.', 'start': 326.431, 'duration': 5.064}, {'end': 337.08, 'text': 'the next thing that you have to do is that you have to go to your environment variable.', 'start': 331.495, 'duration': 5.585}], 'summary': 'Setting path in environment variable for c drive folders.', 'duration': 27.911, 'max_score': 309.169, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/StH5YNrY0mE/pics/StH5YNrY0mE309169.jpg'}, {'end': 534.512, 'src': 'embed', 'start': 446.912, 'weight': 1, 'content': [{'end': 452.335, 'text': "So you select on 2017 click on downloads You'll automatically get that exe file again.", 'start': 446.912, 'duration': 5.423}, {'end': 457.357, 'text': 'The exe file will look something like this You can see that I have downloaded this 2017.', 'start': 452.835, 'duration': 4.522}, {'end': 461.238, 'text': "Okay, you'll be then just to go and install this.", 'start': 457.357, 'duration': 3.881}, {'end': 467.141, 'text': 'So again, remember, guys, as I told you, the first step is actually download the toolkit And the version.', 'start': 461.238, 'duration': 5.903}, {'end': 470.362, 'text': "i'll be writing it down as to 10.0 and install it.", 'start': 467.141, 'duration': 3.221}, {'end': 485.774, 'text': 'Okay, after installing, download the download the cu DNN library for the same version, for the same version.', 'start': 470.682, 'duration': 15.092}, {'end': 489.015, 'text': 'okay, the third step, what we are going to do is that quickly.', 'start': 485.774, 'duration': 3.241}, {'end': 497.336, 'text': 'okay, the third step, what we are actually going to do is that set the path in the environment variable.', 'start': 489.015, 'duration': 8.321}, {'end': 516.256, 'text': 'set the path in the environment variable, okay, And the fourth step that we are going to do is that Download Visual Studio Community 2017..', 'start': 497.336, 'duration': 18.92}, {'end': 519.758, 'text': 'And from there, you just have to select all the C++ libraries.', 'start': 516.256, 'duration': 3.502}, {'end': 522.219, 'text': "I'll just show you how you have to go ahead with.", 'start': 519.778, 'duration': 2.441}, {'end': 524.14, 'text': 'So just double-click this.', 'start': 523.078, 'duration': 1.062}, {'end': 528.281, 'text': "And you'll be getting like this.", 'start': 525.6, 'duration': 2.681}, {'end': 530.522, 'text': 'Just click on Continue.', 'start': 528.301, 'duration': 2.221}, {'end': 534.512, 'text': 'It will just fetch up all the files.', 'start': 532.651, 'duration': 1.861}], 'summary': 'Download and install toolkit, cudnn library, set environment path, and visual studio community 2017 with c++ libraries for deep learning.', 'duration': 87.6, 'max_score': 446.912, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/StH5YNrY0mE/pics/StH5YNrY0mE446912.jpg'}, {'end': 603.597, 'src': 'embed', 'start': 576.54, 'weight': 3, 'content': [{'end': 580.664, 'text': "okay, it's a huge file altogether.", 'start': 576.54, 'duration': 4.124}, {'end': 583.846, 'text': 'installing will probably take at least half an hour like that.', 'start': 580.664, 'duration': 3.182}, {'end': 585.867, 'text': 'so you do the installation process.', 'start': 583.846, 'duration': 2.021}, {'end': 591.97, 'text': "i have already done it, so i'm just going to close it now, after installing visual studio, which i have again written over here.", 'start': 585.867, 'duration': 6.103}, {'end': 594.472, 'text': 'download everything related to c plus plus.', 'start': 591.97, 'duration': 2.502}, {'end': 595.472, 'text': "um, what i'm going to do?", 'start': 594.472, 'duration': 1}, {'end': 599.995, 'text': "the first step, you know, i'm, i'm going to, uh, you know.", 'start': 595.472, 'duration': 4.523}, {'end': 603.597, 'text': 'first of all, i hope you have the anaconda environment that is compulsory over there.', 'start': 599.995, 'duration': 3.602}], 'summary': 'Installation may take at least half an hour. anaconda environment is compulsory.', 'duration': 27.057, 'max_score': 576.54, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/StH5YNrY0mE/pics/StH5YNrY0mE576540.jpg'}], 'start': 238.775, 'title': 'Cuda and visual studio setup', 'summary': 'Details setting up cuda toolkit 10.0 and visual studio community 2017 for c++ libraries, which requires at least 14.7 gb of space and half an hour for installation, including steps for downloading, extraction, and environment variable setup.', 'chapters': [{'end': 386.971, 'start': 238.775, 'title': 'Setting up cuda toolkit 10.0', 'summary': 'Details the steps to download and set up cuda toolkit 10.0, including creating an account, downloading the toolkit, extracting the zip file, and setting the path in the environment variable.', 'duration': 148.196, 'highlights': ['Creating an account and logging in is necessary for downloading the toolkit. Account creation and login are required for downloading the toolkit.', 'The process involves selecting the appropriate version for the operating system, such as Windows or Ubuntu. Selecting the correct version of the toolkit based on the operating system is crucial.', 'After extracting the zip file, the library needs to be copied to the C Drive and the path set in the environment variable. Copying the extracted library to the C Drive and setting the path in the environment variable is a crucial step.']}, {'end': 599.995, 'start': 386.971, 'title': 'Installation of visual studio for c++ libraries', 'summary': 'Discusses the installation process of visual studio community 2017 for downloading c++ libraries, setting environment variables, and selecting the necessary components, which requires at least 14.7 gb of space and a minimum of half an hour for installation.', 'duration': 213.024, 'highlights': ['Visual Studio Community 2017 installation process requires at least 14.7 GB of space and takes a minimum of half an hour for installation.', 'Setting the path in the environment variable is a crucial step for the installation process.', 'Downloading all the C++ libraries is essential for the installation of Visual Studio Community 2017.']}], 'duration': 361.22, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/StH5YNrY0mE/pics/StH5YNrY0mE238775.jpg', 'highlights': ['Account creation and login are required for downloading the toolkit.', 'Selecting the correct version of the toolkit based on the operating system is crucial.', 'Copying the extracted library to the C Drive and setting the path in the environment variable is a crucial step.', 'Visual Studio Community 2017 installation process requires at least 14.7 GB of space and takes a minimum of half an hour for installation.', 'Setting the path in the environment variable is a crucial step for the installation process.', 'Downloading all the C++ libraries is essential for the installation of Visual Studio Community 2017.']}, {'end': 1168.98, 'segs': [{'end': 628.133, 'src': 'embed', 'start': 599.995, 'weight': 2, 'content': [{'end': 603.597, 'text': 'first of all, i hope you have the anaconda environment that is compulsory over there.', 'start': 599.995, 'duration': 3.602}, {'end': 605.8, 'text': 'You need to have Python over there itself.', 'start': 604.039, 'duration': 1.761}, {'end': 607.821, 'text': "Now we'll try to create an environment.", 'start': 605.9, 'duration': 1.921}, {'end': 609.842, 'text': 'So create an environment.', 'start': 608.261, 'duration': 1.581}, {'end': 621.049, 'text': "First we'll try to create an environment and then install TensorFlow GPU.", 'start': 611.403, 'duration': 9.646}, {'end': 628.133, 'text': "So this particular library we'll try to install and then we'll try to test whether the GPU has been initialized or not,", 'start': 621.689, 'duration': 6.444}], 'summary': 'Creating anaconda environment, installing tensorflow gpu for gpu initialization', 'duration': 28.138, 'max_score': 599.995, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/StH5YNrY0mE/pics/StH5YNrY0mE599995.jpg'}, {'end': 942.955, 'src': 'embed', 'start': 915.077, 'weight': 1, 'content': [{'end': 918.219, 'text': "And finally, whether it is built with CUDA or not, you're getting a true value.", 'start': 915.077, 'duration': 3.142}, {'end': 922.442, 'text': 'OK, so this basically confirms that the installation has happened very correctly.', 'start': 918.699, 'duration': 3.743}, {'end': 931.149, 'text': "Now, one thing what I'm going to do is that I'm going to also show that I also have written CNN, which is actually training 8000 images.", 'start': 923.002, 'duration': 8.147}, {'end': 936.913, 'text': "So I'll just show you that and then we can actually proceed and see that how quickly it happens.", 'start': 931.169, 'duration': 5.744}, {'end': 938.591, 'text': 'okay, guys.', 'start': 938.191, 'duration': 0.4}, {'end': 942.955, 'text': "so now we'll try to run a sample cnn program where i have over here.", 'start': 938.591, 'duration': 4.364}], 'summary': 'Confirmation of successful installation with 8000 image training for cnn program.', 'duration': 27.878, 'max_score': 915.077, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/StH5YNrY0mE/pics/StH5YNrY0mE915077.jpg'}, {'end': 1109.919, 'src': 'embed', 'start': 1083.352, 'weight': 0, 'content': [{'end': 1091.154, 'text': 'We were able to get a 99% of accuracy and the overall time it took was somewhere around, you know, 42 minutes.', 'start': 1083.352, 'duration': 7.802}, {'end': 1098.715, 'text': 'exactly. um and again, guys, uh, this did not just had 8 000 images, this had 10 000 images, okay.', 'start': 1092.412, 'duration': 6.303}, {'end': 1106.338, 'text': 'so i feel that, because the same thing, if you try to execute in here mac, um, it probably took once, two hours.', 'start': 1098.715, 'duration': 7.623}, {'end': 1108.178, 'text': 'so for me to execute it.', 'start': 1106.338, 'duration': 1.84}, {'end': 1109.919, 'text': 'but now i can see the difference.', 'start': 1108.178, 'duration': 1.741}], 'summary': 'Achieved 99% accuracy in analyzing 10,000 images within 42 minutes, marking significant improvement.', 'duration': 26.567, 'max_score': 1083.352, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/StH5YNrY0mE/pics/StH5YNrY0mE1083352.jpg'}], 'start': 599.995, 'title': 'Setting up anaconda environment and running cnn program with tensorflow gpu', 'summary': 'Demonstrates setting up anaconda environment for python 3.6, installing tensorflow gpu, and running a cnn program using keras, achieving 99% accuracy in 42 minutes with 10,000 images, highlighting the efficiency of the gpu setup.', 'chapters': [{'end': 778.479, 'start': 599.995, 'title': 'Setting up anaconda environment for tensorflow gpu', 'summary': 'Demonstrates the process of setting up an anaconda environment for python 3.6, installing tensorflow gpu, and testing the gpu initialization, with a note on the tensorflow versions 2.0 and 1.14.0.', 'duration': 178.484, 'highlights': ['The chapter focuses on creating an Anaconda environment for Python 3.6 and installing TensorFlow GPU for GPU initialization testing.', "The process includes creating a new environment named 'GPU test' using Python 3.6, activating the environment, and installing TensorFlow GPU, with options for versions 2.0 and 1.14.0.", "While installing TensorFlow GPU, it is noted to use 'pip install tensorflow-gpu==2.0.20' or 'pip install tensorflow-gpu==1.14.0' to ensure correct installation."]}, {'end': 1168.98, 'start': 778.479, 'title': 'Installing tensorflow gpu and running cnn program', 'summary': 'Demonstrates the process of installing tensorflow gpu and running a cnn program using keras, achieving 99% accuracy in 42 minutes with 10,000 images, highlighting the speed and efficiency of the gpu setup.', 'duration': 390.501, 'highlights': ['Achieving 99% accuracy in 42 minutes with 10,000 images using the installed GPU setup The CNN program achieved 99% accuracy in 42 minutes with 10,000 images, showcasing the efficiency and speed of the installed GPU setup.', 'Showing the process of installing TensorFlow GPU and running a CNN program using Keras The chapter demonstrates the process of installing TensorFlow GPU and running a CNN program using Keras, highlighting the interaction with GPU libraries and the efficiency of the installation.', 'Confirmation of successful installation of CUDA toolkit and cuDNN library The successful installation of CUDA toolkit and cuDNN library is confirmed, overcoming compatibility issues and demonstrating the efficiency of the setup.']}], 'duration': 568.985, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/StH5YNrY0mE/pics/StH5YNrY0mE599995.jpg', 'highlights': ['Achieving 99% accuracy in 42 minutes with 10,000 images using the installed GPU setup', 'Confirmation of successful installation of CUDA toolkit and cuDNN library', "The process includes creating a new environment named 'GPU test' using Python 3.6, activating the environment, and installing TensorFlow GPU"]}], 'highlights': ['The process of quickly installing CUDA and CUDNN for utilizing the GTX 1650 GPU and running deep learning programs is highlighted as important.', 'The GTX 1650 laptop with CUDA and CUDNN installation can efficiently run deep learning programs.', 'The importance of CUDA and CUDNN for efficient utilization of the GTX 1650 GPU is emphasized.', 'Achieving 99% accuracy in 42 minutes with 10,000 images using the installed GPU setup', 'The compatibility of the CUDA Toolkit with the Nvidia 1650 GPU is crucial. Recommendation to use CUDA Toolkit 10.0 for this particular GPU, and CUDA Toolkit 9 for lower versions.']}