Online Short-Term Training Program on Machine Learning with Python ny NIT, Warangal

Institution Name: National Institute of Technology Warangal, Telangana

Program Name: Online Short-Term Training Program on Machine Learning with Python

Dates: 24^th November – 4^th December,  2025

Course Content: 

• Introduction

What is Data Science, Real-life examples and Applications, Data Scientist roles, Machine Learning vs. Data Science vs. AI, Machine Learning types, Generics of ML approaches.

• Python Essentials

Data manipulation tools, NumPy, Pandas, Visualization, Scikit-Learn.

• Probability Concepts for Machine Learning

Basic probability theory, Random variables, Probability distributions, Bayesian theorem.

• Regression Analysis

Univariate linear regression, Multivariate linear regression, Polynomial Regression, Applications.

• Classification

Logistic regression, SVM, Multi-class SVM, Decision trees, Naïve Bayes, Applications.

• Ensemble Approaches

Bagging, Random Forests, Boosting: Adaboost, Gradient boosting, Applications.

• Optimization
  Gradient descent, Stochastic gradient descent, Batch gradient descent.
• Clustering
  Different clustering approaches and applications.
• Feature Engineering

Feature Scaling, Feature Selection: Filter methods, Wrapper methods, Embedded methods.

• Dimensionality Reduction

Principal component analysis, Linear discriminative analysis, Multiple discriminant analysis.

• Neural Networks

Introduction to neural networks, Back propagation algorithm and theory behind, Introduction to deep learning.

• Reinforcement Learning

Markov Decision Process, Planning, Estimation, Control and Applications.

• Recommendation Systems

Introduction, Types of recommender systems, Content-based, Collaborative filtering: Matrix factorization based approaches, Knowledge-based, and Hybrid techniques, Times series forecasting, other real time examples.

• Hands-on to the majority of the topics using Python.

Projects: 

• House price prediction using regression techniques.
• Diabetics prediction using logistic regression.
• Customer Churn Prediction Using Decision Trees and Ensemble Approaches.
• Color compression using K-means clustering
• Handwriting digit recognition using a neural network.
• Self-Driving Cabs using Q-Learning

Last date to apply:  22nd NOV 2025

No. of Seats: 150 (max)

About the Institution:

National Institute of Technology, Warangal — a premier institute established in 1959 by Pandit Jawaharlal Nehru — ranks among India’s top engineering institutions. Known for its world-class faculty, research excellence, and vibrant learning environment, NITW continues to be a hub for innovation and professional growth.

Registration fee:  Rs. 1000/-  

Account Details: 

Account Number	62266262236
Account Name	Director Research Account
Bank Name:	State Bank of India
Branch:	NIT Warangal
IFSC Code	SBIN0020149

Registration link:

https://forms.gle/jErQRrzPNBvoBw4x7

Speakers: Faculty from NIT Warangal

College Website: www.nitw.ac.in

How to Apply: Online (Google Form link- https://forms.gle/jErQRrzPNBvoBw4x7)

Important Dates:

• Last Date for Registration: 22.11.2025
• Intimation of Selection: 23.11.2025

Contact Person: Dr. Venkateswara Rao Kagita, 6281746931

Institution Address:

NIT Warangal, Hanamkonda, Telangana-506004

Event Brochure: Clickhere

https://nitw.ac.in/api/static/files/ML_Brochure_2025-11-7-16-55-55.pdf