Python for Data Science Course – Hands-on Projects with EDA, AB Testing & Business Intelligence

freeCodeCamp.org · Beginner ·📊 Data Analytics & Business Intelligence ·1y ago
This comprehensive Python data science course covers the essential through theory, demos, and real-world applications. With two detailed projects, this course is designed to provide practical experience that will prepare you for real world data science. You will gain hands-on knowledge in data analytics, AB testing, and business intelligence. Tatev and Vahe from LunarTech developed this course. More from LunarTech Academy: https://academy.lunartech.ai/courses 💻 project 1 Github (csv and code and more): https://github.com/TatevKaren/CaseStudies/tree/main/AB%20Testing 💻 project 2 Github: https://github.com/TatevKaren/CaseStudies/tree/main/SuperStoreCaseStudy 🎥 prerequisite - Python course for complete beginners: https://youtu.be/HXL58Ikh7UM?si=LtQUMItlXwIKTWkN ❤️ 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) Introduction (0:08:00) Part 1: Python for Data Science and Analytics (0:24:10) Part 1: Data Exploration and Preprocessing (0:38:32) Part 1: Filtering, Sorting, Grouping (0:59:26) Part 1: Descriptive Statistics (1:15:37) Part 1: Merging & Joins (1:37:02) Part 1: Data Visualization in Python (1:59:55) Part 2: AB Test Crash Course - Theory (2:36:45) Part 3 Project 1 - Data Analytics and Data Science Project (2:39:35) Experimental vs. Control Set up (2:50:47) Data Analytics in A/B Testing (3:13:56) Parameters for A/B Testing (3:21:39) Analyzing A/B Test Data (3:42:12) Statistical Outputs Explained (3:59:43) Concluding A/B Test Results and Case Study (4:08:27) Part 3 Project 2 - Superstore Data Analytics Project (4:13:57) Superstore Customer Segmentation (4:15:07) Revenue by Customer Segment (4:20:27) Customers Sales Insights (4:28:36) Exploring Customer Loyalty at Superstores (4:42:19) Superstore Shipping Strategies (4:46:40) Geographic Market Analysis (4:53:28) Product Performance Insights (5:03:35) Comprehensive Sales A
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React: Production Server Setup Part 2 - Live Coding with Jesse
freeCodeCamp.org
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
React: Dealing with jQuery Issues - Live Coding with Jesse
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7 setInterval and setTimeout: timing events - Beau teaches JavaScript
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Browser and Device Testing - Live Coding with Jesse
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Last Minute Updates - Live Coding with Jesse
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10 Post Launch Updates - Live Coding with Jesse
Post Launch Updates - 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
React: Masonry Layout - Live Coding with Jesse
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13 Load Balancing Digital Ocean Droplets - Live Coding with Jesse
Load Balancing Digital Ocean Droplets - Live Coding with Jesse
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14 try, catch, finally, throw - error handling in JavaScript
try, catch, finally, throw - error handling in JavaScript
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15 Load Balancing: SSL Passthrough Setup - Live Coding with Jesse
Load Balancing: SSL Passthrough Setup - Live Coding with Jesse
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16 Graphs: breadth-first search - Beau teaches JavaScript
Graphs: breadth-first search - Beau teaches JavaScript
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17 React: Masonry Layout Part 2 - Live Coding with Jesse
React: Masonry Layout Part 2 - Live Coding with Jesse
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18 React: WordPress API Live Search - Live Coding with Jesse
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19 Creating WordPress Custom Post Types - 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
Miscellaneous Front End Updates - Live Coding with Jesse
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22 Merging a Pull Request from GitHub - Live Coding with Jesse
Merging a Pull Request from GitHub - Live Coding with Jesse
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23 React + Prettier + Standard JS - Live Coding with Jesse
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
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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38 Definition of Done - Agile Software Development
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40 Making a React Blog with WordPress Content - 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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54 React Project 2 Day 3 - Live Coding with Jesse
React Project 2 Day 3 - Live Coding with Jesse
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56 React Project 2 Day 4 - Live Coding with Jesse
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57 Chickens and Pigs - Agile Software Development
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58 React Project 2 Day 5 - Live Coding with Jesse
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