Python for Data Science Course – Hands-on Projects with EDA, AB Testing & Business Intelligence
Key Takeaways
This video covers a comprehensive Python data science course with hands-on projects, including data analytics, AB testing, and business intelligence, using tools like Python, Github, and Scrimba.
Original Description
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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