TensorFlow Tutorial — One-Page Cheat Sheet

Production-grade deep learning by Google.

TensorFlow

• TF HOME
• Intro
• Install / Colab
• Tensors
• Variables
• GradientTape
• tf.data

Keras

• Sequential
• Functional API
• Subclassing
• Layers
• Losses
• Optimizers
• Metrics
• Callbacks
• compile / fit

Architectures

• MLP
• CNN (Image)
• RNN / LSTM
• Transformer (intro)
• Transfer Learning
• Embeddings

Serve & Ship

• Save / Load
• TensorFlow.js
• TF Lite (mobile)
• TF Serving
• TensorBoard
• Distributed Training

Examples

• Examples
• Cheatsheet
• Quiz
• Exercises
• Bootcamp
• Certificate
• Summary