Skills for ML Links & Resources

Basic Concepts in Machine Learning

Machine Learning Academic Papers

Google Scholar
https://scholar.google.com/scholar?hl=en&as_sdt=0%2C38&q=machine+learning&btnG=

JSTOR
https://www.jstor.org/action/doBasicSearch?Query=machine+learning&acc=on&wc=on&fc=off&group=none&refreqid=search%3Aa1372ed0eae80fb0e22df3c138ee4efd

Math Courses & Textbooks

Mathematics for Machine Learning
https://mml-book.github.io

Mathematics for Machine Learning Specialization
https://www.coursera.org/specializations/mathematics-machine-learning

My Recommendations to Learn Mathematics for Machine Learning
https://medium.com/dair-ai/my-recommendations-to-learn-mathematics-for-machine-learning-6f73aa40e6d0

Math For Machine Learning

Mathway: Math Glossary
https://www.mathway.com/glossary

Python

Python
https://www.python.org

Introduction to Python
http://introtopython.org

How To Master Python

CodeAcademy
https://www.codecademy.com/catalog/language/python

Python for Absolute Beginners!
https://www.udemy.com/course/free-python/?LSNPUBID=JVFxdTr9V80&ranEAID=JVFxdTr9V80&ranMID=39197&ranSiteID=JVFxdTr9V80-XGpymigEBp9m8KFFP39xfw&utm_medium=udemyads&utm_source=aff-campaign

Intro to Python at Coursera
https://www.coursera.org/search?query=python%20for%20beginners&index=prod_all_products_term_optimization&productDifficultyLevel=Beginner

Python Machine Learning Tutorials

Learn Python – Full Course for Beginners

Courses at PCC

Creative Coding 1: MUC 272
https://catalog.pcc.edu/programsanddisciplines/musicandsonicarts/#coursestext

Computer Science 160
https://www.pcc.edu/schedule/default.cfm?fa=dspCourse2&thisTerm=202101&crsCode=CS160&subjCode=CS&crsNum=160&topicCode=CS&subtopicCode=%20

Text Editors

Best Text Editor For Programming

Sublime Text
https://www.sublimetext.com

Visual Studio Code
https://code.visualstudio.com

Atom
https://atom.io

Terminal for Beginners

Basic Linux Commands You Need To Know

How to use the Command Line | Terminal Basics for Beginners

Beginner’s Guide to the Bash Terminal

RunwayML

Runway
https://runwayml.com

Introduction to Runway
https://learn.runwayml.com/#/

Model Directory
https://runwayml.com/model-playground/

Docker

Docker
https://www.docker.com

Docker Overview
https://docs.docker.com/get-started/overview/

A Docker Tutorial for Beginners
https://docker-curriculum.com

Git

Git Documentation
https://git-scm.com/doc

Git for Everybody: How to Clone a Repository from GitHub

Git and GitHub for Poets

Learn Git in 15 Minutes