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NIT Warangal
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NIT Warangal – Online Short-term Course on Machine Learning with Python (Basics to Advanced)

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Join the 30-hour online short-term course on Machine Learning with Python: Basics to Advanced by NIT Warangal from 21st Oct to 12th Nov 2025. Learn Python, ML techniques, Neural Networks, Reinforcement Learning, and hands-on projects. Register by 20th Oct 2025.

Post Date: 6th October 2025

Organization: National Institute of Technology (NIT), Warangal, Telangana

Program Overview:

This 30-hour online short-term course provides a hands-on introduction to Machine Learning using Python, covering both basic and advanced techniques. Participants will learn through coding sessions, real-world datasets, and practical projects, enabling application in research and industry.

Course Content:

  1. Introduction to Data Science & ML: Roles of data scientists, ML vs AI vs Data Science, ML types

  2. Python Essentials: NumPy, Pandas, Data Manipulation, Visualization, Scikit-Learn

  3. Probability Concepts for ML: Random variables, distributions, Bayesian theorem

  4. Regression Analysis: Linear, multivariate, polynomial regression

  5. Classification: Logistic regression, SVM, decision trees, Naïve Bayes

  6. Ensemble Methods: Bagging, Random Forest, Boosting (AdaBoost, Gradient Boosting)

  7. Optimization: Gradient descent, stochastic gradient descent

  8. Clustering: K-means, hierarchical clustering, applications

  9. Feature Engineering: Scaling, selection methods

  10. Dimensionality Reduction: PCA, LDA, MDA

  11. Neural Networks & Deep Learning: Introduction, backpropagation, basics of deep learning

  12. Reinforcement Learning: Markov Decision Processes, planning, Q-learning

  13. Recommendation Systems: Content-based, collaborative, hybrid approaches, time series forecasting

  14. Hands-on Projects:

  • House price prediction

  • Diabetic prediction

  • Customer churn prediction

  • Color compression (K-means)

  • Handwriting digit recognition (Neural Network)

  • Self-driving cabs (Q-learning)

Instructor:

Dr. Venkateswara Rao Kagita, Assistant Professor, Department of CSE, NIT Warangal

  • Ph.D. from University of Hyderabad

  • Visiting fellow, University of New South Wales, Sydney

  • Research expertise: Data Mining, Machine Learning, Deep Learning

  • Led 7 research/consultancy projects worth over ₹2.85 crores

  • Published in top-tier journals and conferences, delivered lectures at IITs, NITs, and international universities

Target Audience:

  • Academics: Registration Fee Rs. 1000/-

  • Industry Professionals: Registration Fee Rs. 1500/-

Payment Details:

  • Account Name: Director Research Account

  • Account Number: 62266262236

  • Bank: SBI, NIT Warangal Branch

  • IFSC: SBIN0020149

Registration:

Click here to register
Last Date: 20th October 2025

Brochure & Schedule: Download PDF

Program Coordinator: Dr. Venkateswara Rao Kagita, Department of CSE, NIT Warangal

Highlights:

  • 20-day workshop, online mode

  • Hands-on Python programming and real-world projects

  • Flexible timings and video recordings available

  • E-certificate on completion