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🎓 ANPA Summer School 2019 - Introductory Python, Numpy, Pandas, Scipy, Machine Learning etc.

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ANPA Python Summer School, 2019

1. Introduction to Python

  • 1.1 Fundamentals of Datastructure
  • 1.2 Loops and Conditions
  • 1.3 Function and Class

2. Introduction to Numpy

  • 2.1 Array
  • 2.2 Arange, Meshgrid
  • 2.3 Algebra
  • 2.3 Statistics

3. Introduction to Pandas

  • 3.1 Pandas DataFrame
  • 3.2 DataFrame Indexing
  • 3.3 Data Exploration
  • 3.4 Group By and Lambda Transformation

4. Introduction to Scientific Computing

  • 4.1 Numerical Methods
  • 4.2 Optimization
  • 4.3 Special Functions
  • 4.4 Signal Processing
  • 4.5 Simulation

5. Introduction to Data Science

  • 5.1 Data Cleaning
  • 5.2 Data Preprocessing
  • 5.3 Model Selection
  • 5.4 Parameter Tuning
  • 5.5 Prediction

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🎓 ANPA Summer School 2019 - Introductory Python, Numpy, Pandas, Scipy, Machine Learning etc.

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