machine-learning-guide

This repo provides a great starting resource for people who wanted to get started in the field of machine learning,the repo consist of links to best online courses, demos and books.

Beginner Study Guide for Machine Learning:

Default Starter to Intermediate:

Introduction to Python Data camp

Kaggle courses:

Python, Pandas, Data visualization, Intro to machine learning

Math Khan Academy: Linear Algebra,Calculus,Statistics and Probability.

Machine Learning Andrew ng

Neural Networks Three Blue One Brown

Deeplearning.ai

Machine Learning Glossary:

Google: https://developers.google.com/machine-learning/glossary

Ml-cheetsheet:https://ml-cheatsheet.readthedocs.io/en/latest/glossary.html

Data camp Cheatsheet:https://www.datacamp.com/community/data-science-cheatsheets

Intermediate to Advanced:

Deep Learning : MIT deep learning

Convolutional Neural Networks: Stanford CNN

NLP: stanford NLP

Reinforcement Learning:David Silver

Intermediate Math:

Three blue one Brown: Linear Algebra,Essence of Calculus,Differential Equations

Linear Algebra:MIT

https://www.edx.org/course/probability-the-science-of-uncertainty-and-data

https://www.udacity.com/course/intro-to-statistics--st101

Books:

Deep learning Book

Machine learning yearning

100 pages of machine learning

Podcast:

Lex Fridman Podcast

Deepmind Podcast

Blogs:

Pyimagesearch

Medium-Towards Data Science,Tensorflow

Analytics Vidhya

Google AI

Facebook AI

Datacamp

Batch-Deeplearning.ai

Alternatives:

Machine Learning Course:

https://www.udacity.com/course/intro-to-machine-learning--ud120

https://developers.google.com/machine-learning/crash-coursel

Deep Learning courses

http://course18.fast.ai/m

https://www.udacity.com/course/intro-to-tensorflow-for-deep-learning--ud187

To stay updated:

Twitter -follow the people whom I follow to stay updated

LinkinedIN

Youtube channel:

2 minutes paper

Henry AI labs

Sentdex

Python Programmer

Bhavesh Bhatt

Demos:

https://quickdraw.withgoogle.com/

https://storage.googleapis.com/tfjs-models/demos/posenet/camera.html

https://storage.googleapis.com/tfjs-models/demos/body-pix/index.html

https://teachablemachine.withgoogle.com/

https://playground.tensorflow.org/

https://www.nvidia.com/en-us/research/ai-playground/

https://gandissect.csail.mit.edu/

http://gandissect.res.ibm.com/ganpaint.html

https://storage.googleapis.com/tfjs-examples/webcam-transfer-learning/dist/index.html

https://magenta.tensorflow.org/

https://beat-pose.netlify.com/

https://magenta.tensorflow.org/assets/sketch_rnn_demo/index.html

https://www.thispersondoesnotexist.com/