Intended for those interested in Machine Learning, this advanced course delves deeper into the extensive functionalities of Numpy and Pandas. The course covers complex operations, large-scale data manipulation, and cross-disciplinary applications.
Overview
Syllabus
- Lesson 1: Exploring the California Housing Dataset: An Introduction to Dataset Characteristics and Basic Visualizations
- Lesson 2: Mastering Matrix Operations in Numpy for Machine Learning Applications
- Lesson 3: Mastering Advanced Functions in Pandas: Groupby and Apply for Large-Scale Data Analysis
- Lesson 4: Mastering Code Optimization with Numpy and Pandas for Large Datasets
- Lesson 5: Expanding Horizons: Applications of Numpy and Pandas in Bioinformatics, Astronomy, and Social Networks
