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 Analysis
(
5:06:18) Tracking Sales Trends
(
5:22:02) Visualizing Sales by State
🎉 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
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