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TensorFlow Examples

Status Python TensorFlow

Comprehensive TensorFlow examples for both v1.x and v2.x.

Tutorial collection covering linear regression, logistic regression, Word2Vec, CNNs, RNNs (LSTM), autoencoders, DCGANs, multi-GPU training, TensorBoard, and more.


Topics Covered

Basic Models: Linear regression, Logistic regression, Word2Vec, GBDT Neural Networks: Simple NN, CNN, RNN (LSTM), Bi-directional RNN Generative Models: AutoEncoder, DCGAN Utilities: Save/restore models, Custom layers, TensorBoard Data Management: TFRecords, Image transformation, Multi-GPU


Tech Stack

Layer Technology
Language Python
Frameworks TensorFlow v1.x and v2.x
Datasets MNIST, Boston Housing, Wikipedia
Libraries NumPy, matplotlib, scikit-learn

Getting Started

pip install tensorflow numpy matplotlib
jupyter notebook

License

MIT