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
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
Learning Python
Python 3.8.3 documentation
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
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?
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
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
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
AI News
Artificial Intellegence News
https://artificialintelligence-news.com/
Google AI News
Google AI Blog
Microsoft Azure
Azure Machine Learning Algorithm and Module Reference, Microsoft
Oracle
Unsupervised Data Mining, Oracle
RDMS SQL
SQL Tutorial, W3schools
SQL Language Reference, 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
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
How to Learn Python in 21 Days?
https://www.geeksforgeeks.org/how-to-learn-python-in-21-days/
Learn Jupyter Notebooks
https://www.youtube.com/watch?v=Hr4yh1_4GlQ&ab_channel=MarkJay
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
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
Learning Python
https://docs.python-guide.org/intro/learning/
Real Python Tutorials
Learn Python Programming
Python tutorials for beginners
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
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
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
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
8 Python Libraries for Data Scientists, QuickStart
https://www.quickstart.com/blog/8-essential-python-libraries-for-data-scientists/
TensorFlow
TensorFlow in Google Colaboratory
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
NumPy UltraQuick Tutorial, colab
scikit-learn
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
Lessons
https://course.fast.ai/videos/?lesson=1
Practical Deep Learning for Coders
Reinforcement Learning
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