Algorithmic Trading – Machine Learning & Quant Strategies Course with Python

freeCodeCamp.org · Advanced ·📐 ML Fundamentals ·2y ago
In this comprehensive course on algorithmic trading, you will learn about three cutting-edge trading strategies to enhance your financial toolkit. In the first module, you'll explore the Unsupervised Learning Trading Strategy, utilizing S&P 500 stocks data to master features, indicators, and portfolio optimization. Next, you'll leverage the power of social media with the Twitter Sentiment Investing Strategy, ranking NASDAQ stocks based on engagement and evaluating performance against the QQQ return. Lastly, the Intraday Strategy will introduce you to the GARCH model, combining it with technical indicators to capture both daily and intraday signals for potential lucrative positions. 💻 Code and course resources: https://github.com/Luchkata/Algorithmic_Trading_Machine_Learning/tree/main 🔗 You can sign up for the data API used here: https://intelligence.financialmodelingprep.com/pricing-plans?couponCode=lachezaryt&utm_source=youtube&utm_medium=youtube&utm_campaign=lachezarfcc 🔗 Learn more about Lachezar and Quantitative Trading with Python here: https://www.quantfactory.ai/p/become-a-quant-trader1 ❤️ Try interactive Python courses we love, right in your browser: https://scrimba.com/freeCodeCamp-Python (Made possible by a grant from our friends at Scrimba) ⭐️ Contents ⭐️ 0:00:00 - Algorithmic Trading & Machine Learning Fundamentals 0:15:25 - Building An Unsupervised Learning Trading Strategy 2:05:08 - Building A Twitter Sentiment Investing Strategy 2:28:08 - Building An Intraday Strategy Using GARCH Model 🎉 Thanks to our Champion and Sponsor supporters: 👾 davthecoder 👾 jedi-or-sith 👾 南宮千影 👾 Agustín Kussrow 👾 Nattira Maneerat 👾 Heather Wcislo 👾 Serhiy Kalinets 👾 Justin Hual 👾 Otis Morgan 👾 Oscar Rahnama -- Learn to code for free and get a developer job: https://www.freecodecamp.org Read hundreds of articles on programming: https://freecodecamp.org/news
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2 cookies vs localStorage vs sessionStorage - Beau teaches JavaScript
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3 Browser history tutorial - Beau teaches JavaScript
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4 Graph Data Structure Intro (inc. adjacency list, adjacency matrix, incidence matrix)
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5 React: Parameterized Routing with Next.js - Live Coding with Jesse
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6 React: Dealing with jQuery Issues - Live Coding with Jesse
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8 Browser and Device Testing - Live Coding with Jesse
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11 React: Setting Up Google Analytics - Live Coding with Jesse
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12 React: Masonry Layout - Live Coding with Jesse
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13 Load Balancing Digital Ocean Droplets - Live Coding with Jesse
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14 try, catch, finally, throw - error handling in JavaScript
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15 Load Balancing: SSL Passthrough Setup - Live Coding with Jesse
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16 Graphs: breadth-first search - Beau teaches JavaScript
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18 React: WordPress API Live Search - Live Coding with Jesse
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20 Dates - Beau teaches JavaScript
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21 Miscellaneous Front End Updates - Live Coding with Jesse
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22 Merging a Pull Request from GitHub - Live Coding with Jesse
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23 React + Prettier + Standard JS - Live Coding with Jesse
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24 React: Sortable Responsive Table - Live Coding with Jesse
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25 Geolocation Sorting by Distance - Live Coding with Jesse
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26 Tradeoff Matrix - Agile Software Development
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27 The Definition of Ready - Agile Software Development
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28 Getting first React job without experience - Ask Preethi
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29 React: Google Analytics Click Tracking - Live Coding with Jesse
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30 Submitting a PR to an Open Source Project - Live Coding with Jesse
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31 Should I go back to school to get CS degree? - Ask Preethi
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32 Hero Section CSS Changes - Live Coding with Jesse
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33 Working Agreement - Agile Software Development
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34 A day at Pennybox with Co-Founder Reji Eapen
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35 React: Sorting and Filtering Data - Live Coding with Jesse
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36 React: Sorting and Filtering Data Part 2 - Live Coding with Jesse
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37 React: Building a New UI - Live Coding with Jesse
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41 React, NextJS, CSS - Live Coding with Jesse
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42 jQuery events - Beau teaches JavaScript
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43 React/NextJS Routing and WordPress API Custom Types - Live Coding with Jesse
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44 React: Working with API Data - Live Coding with Jesse
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45 React: Refactoring Components - Live Streaming with Jesse
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46 jQuery effects - Beau teaches JavaScript
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47 More React Refactoring - Live Coding with Jesse
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48 animate in jQuery - Beau teaches JavaScript
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49 "Finishing" My React Site - Live Coding with Jesse
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50 Starting a New React Project (P2D1) - Live Coding with Jesse
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56 React Project 2 Day 4 - Live Coding with Jesse
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Chapters (4)

Algorithmic Trading & Machine Learning Fundamentals
15:25 Building An Unsupervised Learning Trading Strategy
2:05:08 Building A Twitter Sentiment Investing Strategy
2:28:08 Building An Intraday Strategy Using GARCH Model
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