Data Science & Artifical Intelligence examples (Python)

In this repo you can find useful examples of Data Science use cases and Artificial Intelligence problems.
Some of these examples are explained in articles on Towards Data Science and Analytics Vidhya
(links in the notebooks or you can check here).

1. Classic Machine Learning:

• Classification

  • Analysis

    

  • Model

    

  • Evaluation

    

  • Explainability

    

• Regression

  • Analysis

    

  • Model

    

  • Evaluation

    

  • Explainability

    

• Clustering

  • Geospatial Interactive Maps

    

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2. Time Series:

• Forecasting

  • Analysis

    

  • Model

    

  • Evaluation

    

• Parametric fit

  • Distributions

    

• Multiple series

  • Clustering

    

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3. Natural Language Processing:

• Text classification

  • Analysis

    

  • Model

    

  • Evaluation

    

  • Explainability

    

• Text summarization

  • Model

    

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4. Computer Vision:

• Image detection and classification

  • Preprocessing

    

  • Object detection

    

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5. Reinforcement Learning:

• Artificial Intelligence agent
  • work in progress