Tutorials

Signal Processing

See also

Under-development

Tutorial on Signal processing is in pipeline.

Tutorials on Signal Processing is under-development, which will be available Here

• Signal Processing

Machine Learning

For Machine Learning, we have been writing a book - Principles of Machine Learning

Data Science Programming

One of the course we have developed as Introduction to Data Science Programming, which mainly focused on the Python as a programming language for Data Sceince.

Course Material is available here

Interactive Wigdets

Statistics: For Hypothesis Testing and T-test

Machine Learning: For Understanding ROC

Blogs/Tutorial-sessions

• How to remove artifacts from EEG signals

  

• Introdcution to ML and DL (30/07/2021 - CU-FDP)

  A short introduction to machine learning and artificial intelligence, followed by supervised learning examples. This session was delivered for an invited talk at Chandigarh University for Faculty Development Program.

  Slides: PPT PDF

  Jupyter-notebooks

  • nbviewer - jupyter
    • 1. Regression (Boston House Price)
    • 2. Classification (Breast Cancer, Iris, MNIST)
    • 3. Deeplearning (MNIST)
    • All notebooks
  • Google Colab
    • 1. Regression (Boston House Price)
    • 2. Classification (Breast Cancer, Iris, MNIST)
    • 3. Deeplearning (MNIST)
  • Binder
    • All notebooks
    • https://tinyurl.com/MLTutorial

Information Theory

We are planning to create Tutorials on Information Theory