Deep Learning

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1.

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Amalendu IyerDeep LearningLast updated 12 months ago

PyTorch or TensorFlow?

If you're trying to decide between Torch and Tensorflow, Awni Hannun (1^stauthor on Baidu's DeepSpeech paper) does a nice little comparison.

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PyTorch or TensorFlow? – Awni Hannun – Blog

When you write TensorFlow code it gets “compiled” into a graph by Python and then run by the TensorFlow execution engine. Debugging PyTorch code is just like debugging Python code. The simple graph construction in PyTorch is easier to reason about, b

https://awni.github.io/pytorch-tensorflow/

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2.

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Anant JainDeep LearningLast updated 2 years ago

Learn TensorFlow and deep learning, without a Ph.D.

An introduction to Deep Learning + tutorial on getting started with TensorFlow by the Google Cloud team.

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Learn TensorFlow and deep learning, without a Ph.D.

https://cloud.google.com/blog/big-data/2017/01/learn-tensorflow-and-deep-learning-without-a-phd

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3.

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Andy ThomasDeep LearningLast updated 1 year ago

A Gentle Introduction to TensorFlow

Hi all, just wanted to share an introduction to TensorFlow in Python that I've recently created. Hope it helps some people get up to speed in this important framework

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Adventures in Machine Learning

http://adventuresinmachinelearning.com/python-tensorflow-tutorial/

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Keshav DhandhaniaDeep LearningLast updated 2 years ago

DeepLearning.TV

The YouTube channel is a good place to start for those looking for an easy-to-start first time exposure to various concepts within Deep Learning.

Are you overwhelmed by overly-technical explanations of Deep Learning? You'll first get an overview of Deep Learning and a brief introduction of how to choose between different models.

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DeepLearning.TV

https://youtube.com/channel/UC9OeZkIwhzfv-_Cb7fCikLQ/featured

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Keshav DhandhaniaDeep Learning @ MIT … · 2y

Episode 3: Three reasons to go deep

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5.

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Falak ShahDeep LearningLast updated 1 year ago

InFoCusp/tf_cnnvis: CNN visualization tool in TensorFlow

tf_cnnvis is a CNN visualization library based on the paper Visualizing and Understanding Convolutional Networks by Matthew D. Zeiler and Rob Fergus. We use the TensorFlow library to reconstruct the input images from different layers of the convolutional neural network. Try it out on your own net or peak at the examples!

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InFoCusp/tf_cnnvis: CNN visualization tool in TensorFlow

https://github.com/InFoCusp/tf_cnnvis

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Rohan KapurDeep LearningLast updated 1 year ago

The most comprehensive yet simple and fun recurrent neural network/LSTM on the internet!

If you're interested in learning about recurrent neural networks and LSTM, this article a friend and I recently wrote is probably the best resource!

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Recurrent Neural Networks – A Year of Artificial Intelligence

https://ayearofai.com/rohan-lenny-3-recurrent-neural-networks-10300100899b

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Rohan KapurStanford 2021. Build… · 1y

Oh cool, I'll definitely look to it when I'm thinking of learning something new. I can't remember—I learned RNNs/LSTMs around 1.5 years ago.

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Keshav DhandhaniaDeep Learning @ MIT … · 1y

Did you try the LSTM tutorial part of the Learn deep learning, from novice to advanced, self-paced. It's a curation of the best tutorials for each deep learning topic, covering quite advanced topics as well, aimed at maximizing learning rate. Give it a shot.

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Rohan KapurStanford 2021. Build… · 1y

Yes! It took me quite a while to fully understand RNNs + LSTMs. Maybe 10 cumulative hours of searching and tying things together. I have a strong belief this article, though perhaps intimidati...

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