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Overview
Work with Pandas, SQL Databases, JSON, Web APIs and more to master your real-world Machine Learning and Finance Projects What you'll learn: Advanced Real-World Data Workflows with Pandas you wont find in any other Course.Working with Pandas and SQL-Databases in parallel (getting the best out of two worlds)Working with APIs, JSON and Pandas to import large Datasets from the WebBringing Pandas to its Limits (and beyond...)Machine Learning Application: Predicting Real Estate PricesFinance Applications: Backtesting & Forward Testing Investment Strategies...
Syllabus
- Getting Started
- Project 1: Explanatory Data Analysis & Data Presentation (Movies Dataset)
- Excursus: How to avoid and debug Coding Errors (incl. ChatGPT)
- Project 2: Data Import - Working with APIs and JSON (Movies Dataset)
- Project 3: Data Cleaning - Tidy up messy Datasets (Movies Dataset)
- Project 4: Merging, Cleaning & Transforming Data (Movies Dataset)
- Project 5: Working with Pandas and SQL Databases (Movies Dataset)
- Project 6: Importing & Concatenating many files (Baby Names Dataset)
- Project 7: Explanatory Data Analysis & Advanced Visualization (Baby Names)
- Project 8: Data Preprocessing & Feature Engineering for Machine Learning
Instructor
Alexander Hagmann
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