Setting Up CUDA, CUDNN, Keras, and TensorFlow on Windows 11 for GPU Deep Learning

Complete walkthrough of installing TensorFlow/Keras with GPU support on Windows 11. We make use of a "pip install" rather than conda, to ensure that we get the latest version of TensorFlow. This requires installing Visual C++, CUDA, CuDNN, as well as the Python libraries.

python -m ipykernel install --user --name tensorflow --display-name "Python 3.9 (tensorflow)"

0:54 Installation Guides
2:03 Step 1: NVIDIA Video Driver
3:49 Step 2: Visual C++
7:04 Step 3: CUDA
8:20 Step 4: CuDNN
12:38 Step 5: Anaconda and Miniconda
15:21 Step 6: Jupyter
16:31 Step 7: Environment
17:16 Step 8: Jupyter Kernel
18:13 Step 9: TensorFlow/Keras
19:46 Problems?
21:18 Test Jupyter

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#Python #Tensorflow #Keras

[Virat-Srivastava]

Thankyou Sir... Cant express how happy i am after seeing this work. worked for 3 Days to find a correct guilde for this. 5 windows reset so previously experimented stuff don't mess with new installation. Note that version of Tensor flow compactable with this method is till 2.10.0 . after that you need wsl which whole new level of headache to install.
18:35 at this point just change to install tensorflow==2.10.0 . after this follow everything Jeff says.

[jamilamuhammad]

Jeff, I can't help being excited as this great tutorial set to be my research savior. I have been struggling with this since mid 2021, you are great. Thanks a bunch.

[NeerajGupta-oteq]

Providing simple seamless setups, doing gods work!

[Stray_Spectre]

I followed along for the cuDNN part trying to get it to work with a different program. I remember banging my head on a wall trying to get it going on my old Win 10 machine and couldn't figure it out on my new Win 11 machine. Adding the environmental variables did it. Your attempt to make this age well worked, as it still works with Cuda 12.1. Thank you so much.

[meaburro]

cannot express how happy i am to have come acros this video. I may have sunk 5+ hours with all the installations. thanks a bunch

[sandeepg]

Sir, thank you very much for this tutorial. I was performing this task since 6 hours but in vain. At last got to see your tutorial and finally helped me get the GPU for the Project work. Much appreciated, thanks a lot.

[D]

19:55 TRUE. Thanks for putting together a straight-forward guide on this. Many Saturdays were ruined in 2020 when I tried to do this, messed up and had start over!

[tanhongkiat]

Thank you Sir for the detailed tutorials! I have spent much time trouble shooting these issues! Now I am ready to learn more on machine learning!

[bobparker]

Third version of tensorflow installed since 5/20/20, using your instructions; install ran with no issues, many thanks.

[patrickhennessy]

Thank you so much for this - you made the installation and setup seamless!

[lucysumi]

I watched so many tutorials and googled search, finally your video worked for me. Thank you so much. <3

[Ingo-nsqp]

Sir Jeff, thank you so much! I was able to set up the CUDA stuff (following your detailed explanation) and can run the NVIDIA code samples from GIT. I am really happy! Again, thanks for this video.

[creative_cooper]

Wow... I spent the whole day yesterday struggling with tensorflow gpu installation. Finally got a solution!. Thanks professor.

[harshwardhanfartale]

Thank you so much for this video! I followed everything in this video perfectly down to the last-minute detail and it worked for me! Also yes you need to install tensorflow version 2.10.0 for this to work! Thank you!

[AhmedKhaled-oqrx]

i can't tell you how much i appreciate what you have done, thank you ♥

[alimoghimi]

Thanks for your great tutorial video. I had so many problems with setting up tensorflow on GPU before seeing your video.

[Thotokk]

Thank you for the nice explanations, I really spent days trying to fix this! I also got some DLL errors, although I did it exactly as in your video. In another guide they copied all the cudnn files in the Cuda subfolders, which seems cleaner. They also added two other lines into path as v11.7\bin and v11.7\libnvpp and the other two v11.7\extras\CUPTI\lib64 and v11.7\extras\CUPTI\include. That worked for me

[Andah]

love how you opened the windows gui to set the paths!

[deepanshuchauhan]

Ah finally, after 3 days of doing this and doing that i finally found an actual video which helped me to install tensorflow.

[jamsblues]

You are awesome Jeff, thanks for doing these videos they have helped me significantly