Machine Learning and Deep learning scripts

The repository provides usefull python scripts for ML and DL

• Classifications - kaggle solutions, MOOC exercises, etc

• Regression - kaggle solutions, MOOC exercises, etc

• Statistics - essential tools to compare medians, means, data disturbution for statistical signifance

• Clustering tasks - useful cases for clustering tasks

• Time series tasks

  a. Anomaly detection. Medium article

  

  b. DL aproach for timeseries

  c. ARIMA

• Deep learning (pytorch, fastai, keras)

  • NLP

  • Images

    • Autoencoders, GANS

      a. Tabular GANs

      b. Style transfer

    • Image Classification:

      a. Fastai

      b. Keras

      c. Pytorch

      

    • Object detection

    

    • Pytorch tutorials

    • Segmentations tasks

      a. Kaggle solutions

      b. Segmentation pipeline. Medium article

      

• Deployment (docker)