Machine Learning

• Books
• Lectures
• Tutorials
• Curated Notebooks
• Standards
• Web
• Hubs
• Hosting Models
• Diagrams

Books

• Hands on Machine Learning usinf Tensorflow, Keras
• Practical Machine Learning for Cloud, Mobile and Edge

Lectures

• Andrew Ng's class notes
• PCA intuition video
• Learn CNN (Interactive)
• Markov Decision Processes

Tutorials

• Tensorflow/tutorials

Curated Notebooks

• Toxic Comment Classification

Standards

• ONNX is an open standard for representing machine learning models that is a collaboration between Microsoft, Facebook, Amazon, and others.

Web

• ONNX.js
•    Faster than Tf.js. Uses WASM, WebGL and Webworkers (multi-threaded env for parallelising data operations).
• Tensorflow.js
• ml5.js built on top of tf.js. Abstracts away complexities. Simple, ready-to-use models from GANs to POSNets.

Hubs

• AI Hub: Google
• TF Hub.dev

Hosting Models

• Online: Google Cloud Models
• Docker: tensorflow/serving

Diagrams

• NN SVG - Publication-ready NN-architecture schematics