IIT Patna | Application for Workshop on Machine Learning, Apply by July 20ᵗʰ 2022
Overview :
Indian Institute Of Technology, Patna is organizing a Workshop on Machine Learning.
Topics Covered :
- Supervised machine learning as pattern mapping problem via examples - vector representation, loss function minimization via gradient descent methodology, multiclass classification via logistic regression and multivariate linear regression, data issues - feature characteristics - homogenous, nonhomogenous, missing values, class imbalance, noise, label corruption, bias and variance, cross-validation, metrics & plotting, the concept of automatic differentiation for gradient computation.
- Introduction to reinforcement learning methodology, concepts of agent, environment, state space, reward, Markov and Q-learning approaches, Examples of RL formulation.
- Introduction to neural networks - backpropagation and weight update, CNNs for object detection, Encoder-decoder networks for image segmentation, and GAN methodology.
- Machine learning facts and myths, sharing of ML experiences by Industry personnel, sharing of ML problems by Institute faculty, and interactive sessions.
Registration fees :
Students
- On or before July 15th, 2022 - Rs 3000/ -
- Between 16th and 20th July 2022 - Rs 4000/-
Faculty Members
- On or before July 15th, 2022 - Rs 5000/-
- Between 16th and 20th July 2022 - Rs 6000/-
Employees
- On or before July 15th, 2022 - Rs 10000/-
- Between 16th and 20th July 2022 - Rs 11000/-
Last Date to apply :
The last date to apply is 20th July 2022.