Data and Quantum Machine Learning

(A tutorial presented by M. S. Santhanam and Nisarg Vyas at CODS-2025 during 17-20 Dec, 2025)

• Introductory talk on quantum computing and quantum machine learning.
  
• Overview of qPCA and qSVM

google-colab notebooks for some QML algorithms

NOTE: For each topic given below, a list of reading materials are also given at the end of google-colab notebooks.
You might need google account to run the programs.

• Encoding classical data into quantum states
  
• Quantum variational circuits
  
• Quantum principal component analysis
  
• Quantum principal component analysis (user modifiable: try your own correlation matrix)
  
• Quantum support vector machine
  
  

(somewhat advanced) mini-course on QML

• An advanced mini-course on quantum machine learning
  (taught at IISER Pune during Aug-Dec, 2023.)

(More resources will be added soon. Visit this space again.)