Quantatative Skill Tutorials
Play list to help you become a programmer, data engineer, AI engineer, computer scientist, computational biologist, quant, algo trader, and many more quantitative roles in modern day workforce. Compiled by Cliff Weng
Road Map of Learning
Road Map of Learning
- Learning Curriculums by Siraj
- Learn Machine Learning in 3 Months
- Learn Computer Science in 5 Months
- Engineering by CrashCourse
Computer Science
Computer Science
- Computer Science by CrashCourse
- Introduction to Computer Science - Harvard's CS50 by FreeCodeCamp
- Computer Science Concepts by FreeCodeCamp
- Node.js Tutorials by FreeCodeCamp
- React Tutorials by FreeCodeCamp
- Data Structures and Algorithms w/ JS by FreeCodeCamp
- Python Tutorials by FreeCodeCamp
- Git & GitHub by FreeCodeCamp
- Full Courses in One Video by FreeCodeCamp
Big Data
Big Data
- Python for Data Science by IBM
- Data Science Methodology by Cognitive Class
- Python 3 Basics Tutorial Series by Sentdex
- Data Analysis w/ Python 3 and Pandas by Sentdex
- Big Data Analytics & Algorithmic Stock Trading
- Matplotlib Tutorial Series - Graphing in Python by Sentdex
- Data Science by FreeCodeCamp
Start-up
Start-up
- Watch Me Build! by Siraj
Machine Learning & Deep Learning
Machine Learning & Deep Learning
- Machine Learning with Python by Sentdex
- Deep Learning w/ Python, TensorFlow and Keras by Sentdex
- Deep Learning | Udacity
- Intro to Deep Learning (Udacity Nanodegree)
- Reinforcement Learning by Sentdex
- Machine Learning by FreeCodeCamp
- Neural networks by 3Blue1Brown
- Machine Learning by MathematicalMonk
- Deep Learning Fundamentals with Keras by IBM
- IE - Info Extraction Course by Cognitive Class
- Deep Learning with Tensorflow by Cognitive Class
- Applied Deep Learning Capstone Project by IBM
- Deep Learning with TensorFlow by IBM
Applications
Applications
- Monte Carlo Simulation with Python by Sentdex
- Programming to Aid Fundamental Investing by Sentdex
- Python for Finance with Zipline and Quantopian by Sentdex
- Machine Learning for Forex and Stock analysis by Sentdex
- Big Data Analytics & Algorithmic Stock Trading by Sentdex
- Python Programming for Finance by Sentdex
- AI in Finance by Siraj
- MIT Computational Biology by MIT
- Bioinformatics & python
- Build Your Own Chatbot by Cognitive Class
- Discord Bots with DiscordPy by Sentdex
- AI for Business by Siraj
- Raspberry Pi and Python by Sentdex
- Python AI in StarCraft II by Sentdex
Math & Science
Math & Science
- Essence of linear algebra by 3Blue1Brown
- Essence of calculus by 3Blue1Brown
- Statistics by CrashCourse
- The Math of Intelligence by Siraj
- Linear Algebra by Delft
- Mathematics by Professor Dave
- Biology by Professor Dave
- Biology by CrashCourse
- General Chemistry by Professor Dave
- Chemistry by CrashCourse
- Classical Physics by Professor Dave
- Modern Physics by Professor Dave
- Organic Chemistry by Professor Dave
- Biochemistry by Professor Dave
- Anatomy & Physiology by Professor Dave
- Anatomy & Physiology by CrashCourse