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CodeSignal

Deep Dive into Numpy and Pandas with Housing Data

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Overview

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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.

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

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