TensorFlow Exercises

TensorFlow is arugably the most popular deep learning library as of 2017.

This is designed to help those who want to familiarize themselves with TensorFlow functions. Particulary, I focus on comparing TensorFlow functions with the equivalent functions in NumPy, the de facto standard numerical computation library. I hope this will help you get comfortable with TensorFlow quickly.

The basic outline will be as follows, though this is not 100% fixed.

Constants, Sequences, and Random Values (DONE)
Graphs (DONE)
Variables (DONE)
Reading Data (DONE)
Tensor Transformations (DONE)
Math Part 1 (DONE)
Math Part 2 (DONE)
Math Part 3 (DONE)
Strings (WIP)
Control Flow (DONE)
Images (WIP)
Sparse Tensors (DONE)
Neural Network Part 1 (DONE)
Neural Network Part 2 (DONE)
Neural Network Part 3 (WIP)
Seq2Seq (DONE)
Audio_Processing (DONE)

Enjoy!

Name		Name	Last commit message	Last commit date
Latest commit History 58 Commits
figs		figs
.gitattributes		.gitattributes
Audio_Processing.ipynb		Audio_Processing.ipynb
Constants_Sequences_and_Random_Values.ipynb		Constants_Sequences_and_Random_Values.ipynb
Constants_Sequences_and_Random_Values_Solutions.ipynb		Constants_Sequences_and_Random_Values_Solutions.ipynb
Control_Flow.ipynb		Control_Flow.ipynb
Control_Flow_Solutions.ipynb		Control_Flow_Solutions.ipynb
Graph.ipynb		Graph.ipynb
Graph_Solutions.ipynb		Graph_Solutions.ipynb
LICENSE		LICENSE
Math_Part1.ipynb		Math_Part1.ipynb
Math_Part1_Solutions.ipynb		Math_Part1_Solutions.ipynb
Math_Part2.ipynb		Math_Part2.ipynb
Math_Part2_Solutions.ipynb		Math_Part2_Solutions.ipynb
Math_Part3.ipynb		Math_Part3.ipynb
Math_Part3_Solutions.ipynb		Math_Part3_Solutions.ipynb
Neural_Network_Part1.ipynb		Neural_Network_Part1.ipynb
Neural_Network_Part1_Solutions.ipynb		Neural_Network_Part1_Solutions.ipynb
Neural_Network_Part2.ipynb		Neural_Network_Part2.ipynb
Neural_Network_Part2_Solutions.ipynb		Neural_Network_Part2_Solutions.ipynb
README.md		README.md
Reading_Data.ipynb		Reading_Data.ipynb
Reading_Data_Solutions.ipynb		Reading_Data_Solutions.ipynb
Seq2Seq.ipynb		Seq2Seq.ipynb
Seq2Seq_solutions.ipynb		Seq2Seq_solutions.ipynb
Sparse_Tensors-Solutions.ipynb		Sparse_Tensors-Solutions.ipynb
Sparse_Tensors.ipynb		Sparse_Tensors.ipynb
Tensor_Transformations.ipynb		Tensor_Transformations.ipynb
Tensor_Transformations_Solutions.ipynb		Tensor_Transformations_Solutions.ipynb
Untitled.ipynb		Untitled.ipynb
Variables.ipynb		Variables.ipynb
Variables_Solutions.ipynb		Variables_Solutions.ipynb

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