Artificial Intelligence

Google Colab tutorial, Great Learning

https://www.mygreatlearning.com/blog/google-colab-tutorial/

Statistics for Data Science | Probability and Statistics | Statistics Tutorial

https://www.youtube.com/watch?v=Vfo5le26IhY&ab_channel=GreatLearning

ML python full course

https://www.youtube.com/watch?v=RnFGwxJwx-0

Stat full course

https://www.youtube.com/watch?v=Vfo5le26IhY

Topics in a Probability and Statistics Course, Mathworld

Calculus

Intro to Calculus 1/35

Discrete Mathematics

http://discrete.openmathbooks.org/dmoi2/sec_counting-combperm.html

Easy Permutations and Combinations

https://betterexplained.com/articles/easy-permutations-and-combinations/

Vectors

Vectors - Motion and Forces in Two Dimensions, The Physics Classroom

Math For ML

Basic Linear Algebra for Deep Learning

https://towardsdatascience.com/linear-algebra-for-deep-learning-f21d7e7d7f23

Statistics Crash Course

https://www.youtube.com/playlist?list=PL8dPuuaLjXtNM_Y-bUAhblSAdWRnmBUcr

StatQuest

https://www.youtube.com/user/joshstarmer/playlists

Intro - The Math of Intelligence, Siraj, 1-19

https://www.youtube.com/watch?v=xRJCOz3AfYY&list=PL2-dafEMk2A7mu0bSksCGMJEmeddU_H4D

Linear Algebra 

10 Powerful Applications of Linear Algebra in Data Science

https://www.analyticsvidhya.com/blog/2019/07/10-applications-linear-algebra-data-science/

A comprehensive beginners guide to Linear Algebra for Data Scientists

https://www.analyticsvidhya.com/blog/2017/05/comprehensive-guide-to-linear-algebra/

Linear Algebra for Beginners | Linear algebra for machine learning

https://www.youtube.com/watch?v=kZwSqZuBMGg&ab_channel=Geek%27sLesson

Linear Algebra for Machine Learning

https://machinelearningmastery.com/linear-algebra-machine-learning/

Deep Learning Book

https://www.deeplearningbook.org/contents/linear_algebra.html

Basic matrix math

https://www.youtube.com/watch?v=MY5vt_l4xK8&list=PLQcPPNE9Jfphg9z4ADtsBUWVQDj7N0pwx

Mathematics for Machine Learning: Linear Algebra 

https://www.youtube.com/watch?v=tVQZvJwi-ec

Linear Algebra explained in the context of deep learning

https://towardsdatascience.com/linear-algebra-explained-in-the-context-of-deep-learning-8fcb8fca1494

Chapter 4: Vectors, Matrices, and Linear Algebra

https://web.stanford.edu/class/nbio228-01/handouts/Ch4_Linear_Algebra.pdf

Stat Trek

Stat Trek: Teach Yourself Statistics

https://stattrek.com/

Statistics Formulas

https://stattrek.com/statistics/formulas.aspx

Matrix Algebra Tutorial

https://stattrek.com/tutorials/matrix-algebra-tutorial.aspx

Probability Tutorial

https://stattrek.com/tutorials/probability-tutorial.aspx

Lecture 1 Linear Algebra MIT Open Course

Also with play list details 

Learning Python

Python 3.8.3 documentation

https://docs.python.org/3/

https://docs.python.org/3/tutorial/index.html

Python 3.8 language reference

https://docs.python.org/3/reference/

Python for beginners Play List 1-110

Telusko

https://www.youtube.com/watch?v=QXeEoD0pB3E&list=PLsyeobzWxl7poL9JTVyndKe62ieoN-MZ3

Python Derek Banas 1/36

https://www.youtube.com/watch?v=nwjAHQERL08&list=PLGLfVvz_LVvTn3cK5e6LjhgGiSeVlIRwt

Essentials of Machine Learning Algorithms (with Python and R Codes)

https://www.analyticsvidhya.com/blog/2017/09/common-machine-learning-algorithms/

Python for Tensorflow?

https://www.quora.com/Do-I-really-need-to-learn-Python-for-Tensorflow-What-are-the-disadvantages-of-using-Tensorflow-with-Java-and-C

Python Programming

https://developers.google.com/machine-learning/crash-course/prereqs-and-prework#python-programming

Python for Java Developers: Basics

https://medium.com/nestedif/cheatsheet-python-for-java-developers-98f75c94a1a

Python for Java on github

https://github.com/akashp1712/python-cheat-sheets/blob/master/Python_for_Java_developers_cheat_sheet.pdf

PySchools Python Quick Reference Guide

http://doc.pyschools.com/html/index.html

Python quick reference

https://www.dataschool.io/python-quick-reference/

Machine learning in 15 hours of expert videos

https://www.dataschool.io/15-hours-of-expert-machine-learning-videos/

Introduction to Deep Learning with TensorFlow

https://pythonprogramming.net/tensorflow-introduction-machine-learning-tutorial/e

Machine Learning using Python

https://www.w3schools.com/python/python_ml_getting_started.asp

Programming challenges Starting out with Python 1/152 playlist

https://www.youtube.com/watch?v=O8UIQIyNgkQ&list=PLGFLoZ9w5xCMCvDnylUHIG16hkt90F0sc

Python Tutorial – A Comprehensive Guide to Learn Python Programming

https://www.edureka.co/blog/python-tutorial/

Python Tutorial

https://www.edureka.co/blog/videos/python-tutorial/

Python Tutorial For Beginners | Python Full Course 

https://www.youtube.com/watch?v=vaysJAMDaZw

Object-Oriented Programming in Python vs Java

https://realpython.com/oop-in-python-vs-java/

The Python Tutorial

https://docs.python.org/3/tutorial/index.html

Python Primer for Java Developers

https://lobster1234.github.io/2017/05/25/python-java-primer/

MovingToPythonFromOtherLanguages

https://wiki.python.org/moin/MovingToPythonFromOtherLanguages

Why Python?

https://www.linuxjournal.com/article/3882

Python Tutorial

https://www.w3schools.com/python/default.asp

Python FAQs

https://docs.python.org/3/faq/general.html#why-was-python-created-in-the-first-place

Advanced Python

Learn Python

https://www.learnpython.org/

Python Tips

https://book.pythontips.com/en/latest/index.html

Data Science

Learn Python For Data Science Siraj Playlist 1-6

https://www.youtube.com/watch?v=T5pRlIbr6gg&list=PL2-dafEMk2A6QKz1mrk1uIGfHkC1zZ6UU

TensorFlow With Android App

A Guide to Running Tensorflow Models on Android, SIraj

Quantum Computing

Quantum computing for the very curious, by Andy Matuschak and Michael Nielsen

https://quantum.country/qcvc

AI News

Artificial Intellegence News

https://artificialintelligence-news.com/

Google AI News

Google AI Blog

https://ai.googleblog.com/

PhysOrg AI 

Microsoft Azure

Azure  Machine Learning  Algorithm and Module Reference, Microsoft

Oracle

Unsupervised Data Mining, Oracle

RDMS SQL 

SQL Tutorial, W3schools

SQL Language Reference, Oracle

Database Concepts, Oracle

SQLite Database, for Android

SQL Tutorial for Beginners, Guru99

Relational Database, Wikipedia

New Links

AI with Python Tutorial, Tutorials Point

https://www.tutorialspoint.com/artificial_intelligence_with_python/index.htm

Machine Learning with Python Tutorial, Tutorials Point

https://www.tutorialspoint.com/machine_learning_with_python/index.htm

Android New Links

Android Full Course - Learn Android in 9 Hours Edureka

https://www.youtube.com/watch?v=aS__9RbCyHg&ab_channel=edureka%21

Android Development for Beginners - Full Course

https://www.youtube.com/watch?v=fis26HvvDII&ab_channel=freeCodeCamp.org

Educba Python tutorial and code examples

https://www.educba.com/software-development/software-development-tutorials/python-tutorial/

Data Structure and Algorithms Tutorial

https://www.tutorialspoint.com/data_structures_algorithms/index.htm

Grokking Algorithms

Aditya Bhargava

Intro to Artificial Intelligence, Udacity

https://www.udacity.com/course/intro-to-artificial-intelligence--cs271

Machine Learning Tutorial for Beginners

https://www.kaggle.com/kanncaa1/machine-learning-tutorial-for-beginners

https://www.kaggle.com/kanncaa1/data-sciencetutorial-for-beginners/

ML Articles

https://www.geeksforgeeks.org/ml-types-learning-supervised-learning/

Tutorials Teacher, Python Error Types

https://www.tutorialsteacher.com/python/error-types-in-python

AI Transformation Playbook, Andrew Ng

https://landing.ai/wp-content/uploads/2020/05/LandingAI_Transformation_Playbook_11-19.pdf

Stochastic Gradient Descent Algorithm With Python and NumPy

https://realpython.com/gradient-descent-algorithm-python/

Data Science using Python, Shubhendra Vyas

https://www.youtube.com/channel/UCGe2Q-fWpU9MoxcygLZ-R2A/playlists

Programiz, Learn Python Programming

https://www.programiz.com/python-programming

Python Tutorial, thispointer

Python 3 Notes, Pitt.edu

Net-informations, Python

http://net-informations.com/python/default.htm

ML From Scratch, Python Engineer

Socratia Python tutorial 1/33

Machine Learning From Scratch,TechnoBotic

https://www.youtube.com/channel/UCuOT2b1Umrr0MittMzuxNcA/playlists

TechDifferences

https://techdifferences.com/difference-between-stack-and-queue.html

W3Resource

https://www.w3resource.com/index.php

Hands on ML 2e with Scikit Github Jupyter Notes

Google's Python Class

https://developers.google.com/edu/python

Learn Python

https://www.learnpython.org/

How to Learn Python in 21 Days?

https://www.geeksforgeeks.org/how-to-learn-python-in-21-days/

IPython - Magic Commands

Learn Jupyter Notebooks

https://www.youtube.com/watch?v=Hr4yh1_4GlQ&ab_channel=MarkJay

CodeBasics

Tech with Tim

Python Machine Learning Tutorials, Tech With Tim 1/12

Python Quick Tips, Tech With Tim 1/11

20 Python Tips and Tricks - Why We Love Python, Tech with Tim

15 Python Projects, Tech with Tim

https://www.youtube.com/watch?v=OXi4T58PwdM

Serrano Academy, Machine Learning

https://www.youtube.com/c/LuisSerrano/

Python Project Tutorial - Your First Python Project, Tech with Tim

https://www.youtube.com/watch?v=_ZqAVck-WeM

Python Machine Learning Tutorial #1 - Introduction, Tech with Tim 1/12

Programming with Mosh

https://www.youtube.com/c/programmingwithmosh/

Data Structures and Algorithms in Java, Mosh

Scikit User Guide

https://scikit-learn.org/stable/user_guide.html

Tech With Tim

https://techwithtim.net/

Tech with Tim

https://www.youtube.com/playlist?list=PLHgr97kxrGa_I287CyOGAW8SWgQUgGsSh

Data Structures & Algorithms #1 - What Are Data Structures CS dojo

Data Structures: Balanced Parentheses in Expression 1/15  rank

https://www.youtube.com/watch?v=IhJGJG-9Dx8&list=PLI1t_8YX-Apv-UiRlnZwqqrRT8D1RhriX

Algorithms 1/15 rank

https://www.youtube.com/watch?v=KEEKn7Me-ms&list=PLI1t_8YX-ApvMthLj56t1Rf-Buio5Y8KL

Programming Brown University

https://papl.cs.brown.edu/2017/intro-tabular-data.html

Amazon Tabular Data, Machine Learning University 1 / 16

Machine Learning Foundations: Ep #1 - What is ML? Googe Developers 1/10

Machine Learning Recipes with Josh Gordon Google Developers 1 / 10

Facebook AI

https://ai.facebook.com/

Learning Python

https://docs.python-guide.org/intro/learning/

Real Python Tutorials

https://realpython.com/

Learn Python Programming

https://pythonbasics.org/

Python tutorials for beginners

https://thepythonguru.com/

Learn Python Programming Step by Step

https://www.techbeamers.com/python-tutorial-step-by-step/

Think Python: How to Think Like a Computer Scientist

http://greenteapress.com/thinkpython/html/index.html

ML Algorithms, Simplilearn 1/17

Overview of the 10 Most Common ML Algorithms, AWS

Probability and Statistics Course Syllabus with links to topics

https://mathworld.wolfram.com/classroom/classes/ProbabilityandStatistics.html

Perceptron

Create a Simple Neural Network in Python, Polycode 1/2

Line-by-line Python Perceptron

https://medium.com/@thomascountz/19-line-line-by-line-python-perceptron-b6f113b161f3

KDnuggets more

How to understand Gradient Descent algorithm, KDnuggets

https://www.kdnuggets.com/2017/04/simple-understand-gradient-descent-algorithm.html

Close and Personal with Algorithms

https://www.kdnuggets.com/2017/03/dataiku-top-algorithms.html

A Concise Overview of Standard Model-fitting Methods, KDnuggets

https://www.kdnuggets.com/2016/05/concise-overview-model-fitting-methods.html

Data Science Minimum: 10 Essential Skills, KDnuggets

https://www.kdnuggets.com/2020/10/data-science-minimum-10-essential-skills.html

KDnuggets ML steps 

https://www.kdnuggets.com/2018/05/general-approaches-machine-learning-process.html

Kaggle Python and ML free Courses

https://www.kaggle.com/learn/overview

Most Common Machine Learning Algorithms Explained in a Nutshell

https://towardsdatascience.com/11-most-common-machine-learning-algorithms-explained-in-a-nutshell-cc6e98df93be

Medium Machine Learning Algorithms For Beginners with Code Examples in Python

Key Machine Learning Algorithms Explained in Plain English, free code camp

Top 10 Machine Learning Algorithms for Beginners

https://www.kdnuggets.com/2017/10/top-10-machine-learning-algorithms-beginners.html

Gradient Descent

Gradient Descent For Machine Learning, machine learning mastery

https://machinelearningmastery.com/gradient-descent-for-machine-learning/

Python Libraries

Mastering Python (74 Blogs)

https://www.edureka.co/blog/python-libraries/

Top 10 Python Libraries You Must Know In 2021

https://www.edureka.co/blog/python-libraries/

15 Python Libraries for Data Science You Should Know

https://www.dataquest.io/blog/15-python-libraries-for-data-science/

Top 13 Python Libraries Every Data science Aspirant Must know

https://www.analyticsvidhya.com/blog/2020/11/top-13-python-libraries-every-data-science-aspirant-must-know-and-their-resources/

Top 10 Python Libraries For Data Science for 2021

https://www.simplilearn.com/top-python-libraries-for-data-science-article

Top 20 Python libraries for Data Science

https://bigdata-madesimple.com/top-20-python-libraries-for-data-science/

Top 20 Python libraries for Data Science

https://bigdata-madesimple.com/top-20-python-libraries-for-data-science/

Top 10 Python Libraries for Data Science in 2020

https://www.geeksforgeeks.org/top-10-python-libraries-for-data-science-in-2020/

Top 38 Python Libraries for Data Science, Data Visualization & Machine Learning, KDnuggets

https://www.kdnuggets.com/2020/11/top-python-libraries-data-science-data-visualization-machine-learning.html

8 Python Libraries for Data Scientists, QuickStart

https://www.quickstart.com/blog/8-essential-python-libraries-for-data-scientists/

TensorFlow

https://www.tensorflow.org/

TensorFlow in Google Colaboratory

Keras

https://keras.io/why_keras/

Keras Tutorial: Deep Learning in Python

https://www.datacamp.com/community/tutorials/deep-learning-python

Keras - Python Deep Learning Neural Network API, 1/43

NumPy

https://numpy.org/

NumPy UltraQuick Tutorial, colab

scikit-learn

https://scikit-learn.org

An introduction to machine learning with scikit-learn

https://scikit-learn.org/stable/tutorial/basic/tutorial.html

Matplotlib: Visualization with Python

https://matplotlib.org/index.html

Neural Networks

Introduction to Neural Networks - The Nature of Code

Intro to Deep Learning 1/42, Siraj

Artificial Intelligence - Neural Networks, tutorialspoint

Neural Networks and Deep Learning

http://neuralnetworksanddeeplearning.com/chap1.html

Introduction to Artificial Neutral Networks - GeeksforGeeks

https://www.geeksforgeeks.org/introduction-to-artificial-neutral-networks/

Neural Networks, 3blue1brown, 1/4

Basics of Neural Networks, Simplilearn

Neural Networks from Scratch with Python Code and Math in Detail, Medium

Main Types of Neural Networks, Medium

fast.ai

https://www.fast.ai/about/

Lessons

https://course.fast.ai/videos/?lesson=1

Practical Deep Learning for Coders

https://course.fast.ai/

Reinforcement Learning

AWS Deep Racer, Dev guide

Naive Bayes Classifier

An Attempt At Demystifying Bayesian Deep Learning, Eric J. Ma

Naive Bayes Classification using Scikit-learn, Data Camp

Role of Underscore in Python

Role of Underscore(_) in Python, Data Camp

ML Platforms

Amazon Machine Learning

https://docs.aws.amazon.com/machine-learning/latest/dg/what-is-amazon-machine-learning.html