Machine Learning Glossary

Brief visual explanations of machine learning concepts with diagrams, code examples and links to resources for learning more.

Link: https://ml-cheatsheet.readthedocs.io/en/latest/index.html

#DataAnalytics #Python #SQL #RProgramming #DataScience #MachineLearning #DeepLearning #Statistics #DataVisualization #PowerBI #Tableau #LinearRegression #Probability #DataWrangling #Excel #AI #ArtificialIntelligence #BigData #DataAnalysis #NeuralNetworks #GAN #LearnDataScience #LLM #RAG #Mathematics #PythonProgramming #Keras

⚠️ O'Reilly Media, one of the most reputable publishers in the fields of programming, data mining, and AI, has made 10 data science books available to those interested in this field for free .

✔️ To use the online and PDF versions of these books, you can use the following links:👇

0⃣ Python Data Science Handbook
┌ Online
└ PDF

1⃣ Python for Data Analysis book
┌ Online
└ PDF

🔢 Fundamentals of Data Visualization book
┌ Online
└ PDF

🔢 R for Data Science book
┌ Online
└ PDF

🔢 Deep Learning for Coders book
┌ Online
└ PDF

🔢 DS at the Command Line book
┌ Online
└ PDF

🔢 Hands-On Data Visualization Book
┌ Online
└ PDF

🔢 Think Stats book
┌ Online
└ PDF

🔢 Think Bayes book
┌ Online
└ PDF

🔢 Kafka, The Definitive Guide
┌ Online
└ PDF

#DataScience #Python #DataAnalysis #DataVisualization #RProgramming #DeepLearning #CommandLine #HandsOnLearning #Statistics #Bayesian #Kafka #MachineLearning #AI #Programming #FreeBooks ✅

Free Python Courses

Introduction to Python 3 (basics) - Learning to Program with Python 3
🎬 15 lessons
⏰ 2 hours of video + code examples and readings
📝 blogpost for each lesson
🔗 Link to course

Introduction To Python Programming
Rating ⭐️: 4.4 out of 5
Students 👨‍🏫: 824,949 students
Duration ⏰: 1hr 39min of on-demand video
Created by: Avinash Jain, The Codex
🔗 Course link

Intermediate Python Programming introduction
🎬 28 lessons
⏰ 4.5 hours of video + code examples and readings
⏰ Free Online Course
🏃‍♂️ Self paced
🔗 Link to course

Sockets Tutorial with Python 3 part 1 - sending and receiving data
🎬 5 lessons
⏰ 100 minutes of video + code examples and readings
⏰ Free Online Course
🏃‍♂️ Self paced
🔗 Link to course

Machine Learning with Python: Zero to GBMs
🎬 Watch hands-on coding-focused video tutorials
🧮 Practice coding with cloud Jupyter notebooks
💻 Build an end-to-end real-world course project
📜 Earn a verified certificate of accomplishment
📊 You will solve 2 coding assignments & build a course project where you'll train ML models using a large real-world datasets
🔗 Course Link

Introduction to Computer Science and Programming in Python
The most common starting point for MIT students with little or no programming experience. This half-semester course introduces computational concepts and basic programming.
⏰ Free Online Course
🏃‍♂️ Self paced
🎬 Lecture videos
🔗 Course link

Python for Everybody (PY4E)
by Charles R. Severance (aka Dr. Chuck)
🎬 17 sections with multiple video lessons
👨‍🏫 Prof. Dr. Charles R. Severance
✅ Completely free
🔗 Course link

The fundamentals of programming - Python Tutorial
👨‍🏫 Teacher: Annyce Davis
🎬 39 short video lessons
📊 Level: beginner
⏰ Free Online Course
🏃‍♂️ Self paced
🔗 Course link

Python course by kaggle
Learn the most important language for data science.
🎬 8 lessons
⏰ 5 hours
⏰ Free Online Course
🏃‍♂️ Self paced
🔗 Course link

Scientific Computing with Python
Author: Dr. Charles Severance (also known as Dr. Chuck).
🎬 56 lessons
💻 5 scientific projects
📜 Free certification
🔗 Link to course

Python from scratch
by University of Waterloo
🆓 Free Online Course
⏳ 13 modules
🏃‍♂️ Self paced
🔗 Course Link

Learn Python PyQt
(Python binding of the cross-platform GUI toolkit Qt, used as a Python module)
⏰ Free Online Course
🏃‍♂️ Self paced
🔗 Course link

Python for Beginners
Programming with Python
By Microsoft
Authors: Susan Ibach, GeekTrainer
🎬 44 episodes
⏰ 180 mins
🔗 Link to course

Python Programming MOOC 2022
🆓 Free Online Course
🧮 Problem Sets
⏳ 12 modules
🏃‍♂️ Self paced
📶 Assignments with Examples
🔗 Link to course

Free Python course by Datacamp
🆓 Free Online Course
🎬 video lessons
✅ Completely free
interactive code exercises
No registration or download needed:
🔗 Link to course

CS50’s Web Programming with Python by Harvard University
⏰ Free Online Course
🏃‍♂️ Self paced
🔗 Course link

Python course by Google
⏰ Free Online Course
🏃‍♂️ Self paced
No registration or download needed.
🔗 Course link

NOC:Programming, Data Structures and Algorithms using Python
⏰ Free Online Course
🏃‍♂️ Self paced
⌛️ 6 weeks
👨‍🏫 45 lectures
🔗 Link to course


Additional materials

Books
A list of Python books in English that are free to read online or download
Learn Python the Hard Way
python intro notes
An introduction to Python for absolute beginners
python programming notes
Python Data Science Handbook

Cheat sheets
Python Tutorial -> Condensed Cheatsheet
Python Programming Exercises, 2022., gently explained
python matplotlib
python panda
python basics
python seaborn
Useful Python for data science cheat sheets
python data type cheat sheet
python cheat sheets

GitHub Repositories
Machine Learning University: Accelerated Natural Language Processing Class
Hands on ML notebook series
Machine learning cheat sheet with code


#python

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