Faculty Development Programme on Machine Learning and Optimization [Online Mode]

(1st to 5th February 2021)
organized by

MLO Lab, Indian Institute of Information Technology, Allahabad with the support of
AICTE Training And Learning (ATAL) Academy Programmes

Venue: Indian Institute of Information Technology, Allahabad (IIITA)
(As a part of celebration of IIIT-A beyond 20 by 2020)

Topics to be covered

  • Introduction to Machine Learning (ML)
    • Regression: LASSO & Ridge Regression
    • K-mean, K-NN and Bayesian Classification
    • Dimensinality Reduction: PCA and ICA
    • Perceptron & Logistic Regression
    • Support Vector Machine
    • Artificial Neural Network
  • Optimization for MLand DL and Evolutionary Algorithms
  • Deep Learning (DL)
    • Representation & Transfer Learning
    • Autoencoders, CNN, RNN and GAN
  • Hands-on using Google Collab.
    • Use of Scikit-Learn, Pytorch and Tensor Flow