Institution Name: National Institute of Technology Warangal, Telangana
Program Name: Online Short-Term Training Program on Machine Learning with Python
Dates: 24th November – 4th 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
