Over 200 of the Best Machine Learning, NLP, and Python Tutorials — 2018 Edition

Robbie Allen
Jul 30, 2018 · 6 min read
Photo by Glen Noble on Unsplash

Machine Learning

Activation and Loss Functions

Bias

Perceptron

Regression

Gradient Descent

Generative Learning

Support Vector Machines

Backpropagation

Deep Learning

Optimization and Dimensionality Reduction

Long Short Term Memory (LSTM)

Convolutional Neural Networks (CNNs)

Recurrent Neural Nets (RNNs)

Reinforcement Learning

Generative Adversarial Networks (GANs)

Multi-task Learning

NLP

Deep Learning and NLP

Word Vectors

Encoder-Decoder

Python

Examples

Scipy and numpy

scikit-learn

Tensorflow

PyTorch

Math

Linear algebra

Probability

Calculus


Machine Learning in Practice

Practical insights for executives, managers, and project managers eager to deploy machine learning inside their company.

Robbie Allen

Written by

CEO @InfiniaML, Exec Chairman @Ainsights, Lecturer at @kenanflagler, Ph.D. Student @UNCCS, Writing a book: http://machinelearninginpractice.com

Machine Learning in Practice

Practical insights for executives, managers, and project managers eager to deploy machine learning inside their company.