MachineLearning.md

Machine Learning

Reading 📖

• Keras: The Python Deep Learning library
• SET-UP YOUR MAC FOR DEEP LEARNING WITH PYTHON, TENSORFLOW AND KERAS
• Calculus on Computational Graphs: Backpropagation
• Getting started with TensorFlow on iOS
• Apple’s deep learning frameworks: BNNS vs. Metal CNN
• Convolutional neural networks on the iPhone with VGGNet
• Getting Started with Deep MNIST and TensorFlow on iOS
• Use TensorFlow and BNNS to Add Machine Learning to your Mac or iOS App
• Develop Your First Neural Network in Python With Keras Step-By-Step
• Keras Tutorial: The Ultimate Beginner’s Guide to Deep Learning in Python
• Keras Deep Learning with Apple’s CoreMLTools on iOS 11
• Beginning Machine Learning with scikit-learn
• Machine Learning: End-to-end Classification
• macOS Machine Learning in 2019

Code 💻

• Code example uses TensorFlow to train a basic binary classifier on the Gender Recognition by Voice and Speech Analysis dataset
• "Hello world" in keras
• TensorFlow on iOS demo

Tools

• Anaconda - is the world’s most popular and trusted data science ecosystem.
• TensorFlow - An open-source software library for Machine Intelligence
• Caffe - Caffe is a deep learning framework made with expression, speed, and modularity in mind
• Keras - Deep Learning library for Python. Runs on TensorFlow, Theano, or CNTK.
• coremltools is a python package for creating, examining, and testing models in the .mlmodel format.
• 5 Genius Python Deep Learning Libraries
• DL4S - successor to Swift for TensorFlow

Video 📹

• Deep Learning: Keras Short Tutorial
• Integrating Keras & TensorFlow: The Keras workflow, expanded (TensorFlow Dev Summit 2017)
• Deep Learning Frameworks Compared