The Ultimate List of Best AI/Machine Learning Resources
Artificial Intelligence/Machine Learning field is is one of the most exciting fields in the world as of now and getting a great deal of consideration at the present time, and knowing where to begin can be somewhat troublesome.
I’ve been fiddling with this field, so I thought of curating the best AI/ML assets in one place. These are curated in light of if it’s a moving perused or a significant asset. I trust this curated list enable you to begin on what you have to think about AI/Machine Learning on a specialized level.
I have found some of very interesting and useful articles covering very basics to intermediate aspects of AI , Machine Learning, Deep Learning, Python, Maths around the web.
Best FREE Courses on AI/ML/DL (MUST SEE)
25 Best Artificial Intelligence Courses and Certifications
10 Best Global Machine Learning Certifications & Training
10 Best Deep Learning Global Certifications and Training
Deeplearning.ai Announcing New 5 Deep Learning Courses on Coursera
Machine Learning Foundations: A Case Study Approach from Coursera
Machine Learning from Standford
Coursera — Machine Learning (Andrew Ng)
Neural Networks for Machine Learning from Coursera
Coursera — Neural Networks for Machine Learning (Geoffrey Hinton)
Machine Learning Crash courses from Berkeley Tutorial-1 Tutorial-2 Tutorial-3
Free Machine Learning online course (MOOC) over 4.5+ Million views
Free Machine Learning Course materials with Slides & Video Recordings: 2014-2015
Udacity — Intro to Machine Learning (Sebastian Thrun)
Udacity — Machine Learning (Georgia Tech)
Udacity — Deep Learning (Vincent Vanhoucke)
Machine Learning (mathematicalmonk)
Practical Deep Learning For Coders (Jeremy Howard & Rachel Thomas)
Stanford CS231n — Convolutional Neural Networks for Visual Recognition (Winter 2016) (class link)
Stanford CS224n — Natural Language Processing with Deep Learning (Winter 2017) (class link)
Oxford Deep NLP 2017 (Phil Blunsom et al.)
Reinforcement Learning (David Silver)
Practical Machine Learning Tutorial with Python (sentdex)
Best Videos on AI/ML/DL
Top 10 Best Deep Learning Videos, Tutorials & Courses on Youtube from 2017
10 Free Training Courses on Machine Learning and Artificial Intelligence
Top 50 Recent Neural Networks Videos
Neural Network that Changes Everything – Computerphile
MIT Introduction to Deep Learning and Self-Driving Cars
Andrew Ng: Artificial Intelligence is the New Electricity
Machine learning & art – Google I/O 2016
Best YouTube channels (FREE)
Machine Learning Recipes with Josh Gordon
Artificial Intelligence — Topic
Understanding Machine Learning — Shai Ben-David
Best Tutorials on ML
Top 20 Amazon Books in Artificial Intelligence & Machine Learning
10 Free Training Courses on Machine Learning and Artificial Intelligence
gentle-guide-to-machine-learning
The world’s easiest introduction to Machine Learning (machine-learning-is-fun)
Artificial-
Machine Learning Tutorial with Examples
TOP 10 Best Books On Machine Learning with R
Top 15 Best Python Machine Learning Books
100+ Final Year Project Ideas in Machine Learning
Top 10 Free Machine Learning Online Courses and Tutorials
Best Tutorials on Neural networks
Role of Bias in Neural Networks
What is bias in artificial neural network?
Single-layer Neural Networks (Perceptrons)
From Perceptrons to Deep Networks
Best Tutorials on Deep Learning
What’s the Difference Between Artificial Intelligence, Machine Learning, and Deep Learning?
Deep Learning for NLP (without Magic)
Understanding Convolutional Neural Networks for NLP
Deep Learning, NLP, and Representations
Embed, encode, attend, predict: The new deep learning formula for state-of-the-art NLP models
Understanding Natural Language with Deep Neural Networks Using Torch
Deep Learning for NLP with Pytorch
Top 7 Free Must-Read Books on Deep Learning
Best Tutorials on NLP
TOP 10 Best Natural Language Processing (NLP) Online Course
A Primer on Neural Network Models for Natural Language Processing
The Definitive Guide to Natural Language Processing
Introduction to Natural Language Processing
Natural Language Processing Tutorial
Natural Language Processing (almost) from Scratch
Free Resources for Getting Started with Self-driving Vehicles
Computer Vision for Autonomous Vehicles: Problems, Datasets and State-of-the-Art
Deep Learning for Self-Driving Cars
Python plays Grand Theft Auto V
Self-Driving Car Engineer Nanodegree
Best Tutorials on Techniques of Machine Learning Process
Support Vector Machines
An introduction to Support Vector Machines (SVM)
Linear classification: Support Vector Machine, Softmax
Gradient Descent
Learning with gradient descent
How to understand Gradient Descent algorithm
An overview of gradient descent optimization algorithms
Optimization: Stochastic Gradient Descent
Regression
Introduction to linear regression analysis
Simple Linear Regression Tutorial for Machine Learning
Logistic Regression Tutorial for Machine Learning
Backpropagation
Yes you should understand backprop
Can you give a visual explanation for the back propagation algorithm for neural networks?
How the backpropagation algorithm works
Backpropagation Through Time and Vanishing Gradients
A Gentle Introduction to Backpropagation Through Time
Optimization and Dimensionality Reduction
Seven Techniques for Data Dimensionality Reduction
Dropout: A simple way to improve neural networks
How to train your Deep Neural Network
Long Short Term Memory (LSTM)
A Gentle Introduction to Long Short-Term Memory Networks by the Experts
Anyone Can Learn To Code an LSTM-RNN in Python
Convolutional Neural Networks (CNNs)
Introducing convolutional networks
Deep Learning and Convolutional Neural Networks
Conv Nets: A Modular Perspective
Recurrent Neural Nets (RNNs)
Recurrent Neural Networks Tutorial
Attention and Augmented Recurrent Neural Networks
The Unreasonable Effectiveness of Recurrent Neural Networks
A Deep Dive into Recurrent Neural Nets
Reinforcement Learning
Simple Beginner’s guide to Reinforcement Learning & its implementation
A Tutorial for Reinforcement Learning
Learning Reinforcement Learning
Deep Reinforcement Learning: Pong from Pixels
Generative Adversarial Networks (GANs)
What’s a Generative Adversarial Network?
Abusing Generative Adversarial Networks to Make 8-bit Pixel Art
An introduction to Generative Adversarial Networks (with code in TensorFlow)
Generative Adversarial Networks for Beginners
Word Vectors
Bag of Words Meets Bags of Popcorn
On word embeddings Part I, Part II, Part III
The amazing power of word vectors
word2vec Parameter Learning Explained
Word2Vec Tutorial — The Skip-Gram Model, Negative Sampling
Encoder-Decoder
Attention and Memory in Deep Learning and NLP
Sequence to Sequence Learning with Neural Networks
Machine Learning is Fun Part 5: Language Translation with Deep Learning and the Magic of Sequences
How to use an Encoder-Decoder LSTM to Echo Sequences of Random Integers
AI R&D Organizations
Python
A Complete Guide on Getting Started with Deep Learning in Python
15 Best Python Tutorial, Class, Certification & Course Online
Essential Cheat Sheets for Machine Learning Python and Maths
7 Steps to Mastering Machine Learning With Python
An example machine learning notebook
How To Implement The Perceptron Algorithm From Scratch In Python
Implementing a Neural Network from Scratch in Python
A Neural Network in 11 lines of Python
Implementing Your Own k-Nearest Neighbour Algorithm Using Python
Demonstration of Memory with a Long Short-Term Memory Network in Python
How to Learn to Echo Random Integers with Long Short-Term Memory Recurrent Neural Networks
How to Learn to Add Numbers with seq2seq Recurrent Neural Networks
Scipy and numpy
An introduction to Numpy and Scipy
A Crash Course in Python for Scientists
Scikit-learn
PyCon scikit-learn Tutorial Index
scikit-learn Classification Algorithms
Abridged scikit-learn Tutorials
PyTorch
Tutorial: Deep Learning in PyTorch
PyTorch Tutorial for Deep Learning Researchers
Tensorflow
learn-tensorflow-and-deep-learning-without-a-phd
Introduction to TensorFlow — CPU vs GPU
Implementing a CNN for Text Classification in TensorFlow
How to Run Text Summarization with TensorFlow
Math
25 Best Mathematics and Statistics for Machine Learning Online Courses and Certifications
15 Books to Understand Mathematical Foundations of Machine Learning
Linear algebra
An Intuitive Guide to Linear Algebra
A Programmer’s Intuition for Matrix Multiplication
Understanding the Cross Product
Linear Algebra for Machine Learning
Linear algebra cheat sheet for deep learning
Linear Algebra Review and Reference
Probability
Understanding Bayes Theorem With Ratios
Review of Probability Theory (Stanford CS229)
Probability Theory Review for Machine Learning (Stanford CS229)
Probability Theory (U. of Buffalo CSE574)
Probability Theory for Machine Learning (U. of Toronto CSC411)
Calculus
How To Understand Derivatives: The Quotient Rule, Exponents, and Logarithms
How To Understand Derivatives: The Product, Power & Chain Rules
Vector Calculus: Understanding the Gradient
Miscellaneous
15 Algorithms Machine Learning Engineers Must Need to Know
An Overview of Multi-Task Learning in Deep Neural Networks
Top & Best Artificial Intelligence Products/Companies
Best 2017 Artificial Intelligence Videos Playlist
A List of Free AI Software Programs to Download
Essential Cheat Sheets for Machine Learning Python and Maths
List of 10 Free Must-Read Books for Machine Learning
10 Best R Programming Certification, Tutorial, Course and Training
CONCLUSION
On the off chance that there are great instructional exercises you know about that I’m missing, please inform me!
I’m endeavoring to restrict only important instructional exercises since much past that would be tedious.
Each web link ought to have diverse material from alternate connections or present data in an unexpected way.
Related:
HOW TO LEARN MACHINE LEARNING IN 90 DAYS
6 Easy Steps To Get Started Learning Artificial Intelligence
A Complete Guide on Getting Started with Deep Learning
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