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DPS921/PyTorch: Convolutional Neural Networks

810 bytes added, 16:59, 30 November 2020
Progress Report
== Progress Report ==
*Update 1: Friday, November 27, 2020 - Started on Introduction to Neural Networks Section
*Update 2: Friday, November 27, 2020 - Installation and Configuration of Jupyter Lab
*Update 3: Saturday, November 28, 2020 - Practiced Working With and Learning About Jupyter Lab
*Update 4: Saturday, November 28, 2020 - Created a 4 layer ANN on Jupyter Lab
*Update 5: Saturday, November 28, 2020 - Initiated Training of the ANN and Verified Digit Recognition Capabilities
*Update 6: Sunday, November 29, 2020 - Finished Introduction to Neural Networks
*Update 7: Sunday, November 29, 2020 - Implemented a basic CNN Based on Previous Implementation of ANN
*Update 8: Monday, November 30, 2020 - Added Section on Data Parallel
==References==
*Khan, Faisa. “Infographics Digest - Vol. 3.” Medium, [https://medium.com/datadriveninvestor/infographics-digest-vol-3-da67e69d71ce]
*“ANN vs CNN vs RNN | Types of Neural Networks.” Analytics Vidhya, 17 Feb. 2020, [https://www.analyticsvidhya.com/blog/2020/02/cnn-vs-rnn-vs-mlp-analyzing-3-types-of-neural-networks-in-deep-learning/.]
*3Blue1Brown. But What Is a Neural Network? | Deep Learning, Chapter 1. 2017. [YouTube, [https://www.youtube.com/watch?v=aircAruvnKk.]
*What Is Backpropagation Really Doing? | Deep Learning, Chapter 3. 2017. YouTube, [https://www.youtube.com/watch?v=Ilg3gGewQ5U&list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi&index=3.]
*PyTorch tutorialsTutorials: beginner Data Parallel [https://pytorch.org/tutorials/beginner/blitz/data_parallel_tutorial.html]
*PyTorch Tutorials: Intermediate Model Parallel [https://pytorch.org/tutorials/intermediate/model_parallel_tutorial.html]
*Building our Neural Network - Deep Learning and Neural Networks with Python and Pytorch p.3, YouTube, [https://www.youtube.com/watch?v=ixathu7U-LQ] *Training Model - Deep Learning and Neural Networks with Python and Pytorch p.4, YouTube, [https://www.youtube.com/watch?v=9j-_dOze4IM]*Deep Learning with PyTorch: Building a Simple Neural Network| packtpub.com , YouTube, [https://www.youtube.com/watch?v=VZyTt1FvmfU&list=LL&index=4]
*Github PyTorch Neural Network Module Implementation [https://github.com/pytorch/pytorch/tree/master/torch/nn/modules]
*Project Jupyter Official Documentation [https://jupyter.org/documentation]
*PyTorch: Get Started [https://pytorch.org/get-started/locally/]

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