IE 643: Deep Learning - Theory and Practice
If you are interested in crediting this course, you can check the FAQ page at this link (internal only to IITB)
IE 509: Computer Programming Lab (Jointly with Prof. Urban Larsson)
IE 211: Programming and Computing Lab (Jointly with Prof. Urban Larsson)
IE 506: Machine Learning: Principles and Techniques (Jan-May 2023, Jan-May 2024, Jan-May 2025)
IE 643: Deep Learning - Theory and Practice (July-Dec 2024, July-Dec 2023, July-Dec 2022, July-Dec 2021,Aug-Dec 2020, July-Nov 2019, July-Nov 2018)
IE 663: Advanced Topics in Deep Learning (Jan-May 2023,Jan-May 2022, Jan-May 2021,Jan-Apr 2020)
IE 614: Linear Systems (Jan-May 2022, Jan-May 2021, Jan-Apr 2020, Jan-Apr 2019)
IE 899: Communication Skills (Jan-May 2024)
IE 509: Computer Programming Lab (July-Dec 2024, with Prof. Urban Larsson)
IE 507: Modeling & Computation Lab (July -Nov 2018, July-Nov 2019 with Prof. Veeraruna Kavitha, Aug-Dec 2020 with Prof. Ashutosh Mahajan, July-Dec 2021 & 2022 with Prof. Narayan Rangaraj).
IE 684: IEOR Lab (Jan-Apr 2019, Jan-Apr 2020, Jan-May 2021, Jan-May 2022 with Prof. N. Hemachandra, Jan-Apr 2018 with Prof. Ashutosh Mahajan).
IE 712: Selected Applications of Stochastic Models (Jan-Apr 2018 with Prof. N. Hemachandra).
IE 613: Online Machine Learning (Jan-Apr 2018 with Prof. Manjesh Hanawal).
Participated in Naval Operations Analysis for Indian Navy (Feb-August 2020, Feb-August 2021, Feb-August 2022)
Topics Covered: Linear Algebra Review, Machine Learning and Data Analytics
Participated in AIML With Python - Batch 2 for Industry Professionals (Jan-May2021)
Topics Covered: Introduction to Optimization for Machine Learning, Introduction to Reinforcement Learning: Multi-armed Bandit Problems
Organized AIML With Python - Batch 3 for Industry Professionals (Aug 2021- Jan 2022)
Topics Covered: Linear Algebra Review, Machine Learning models for classification and regression, Introduction to Deep Neural Networks, Feed forward neural networks, Recurrent Neural Networks, Introduction to Optimization for Machine Learning, Introduction to Reinforcement Learning: Multi-armed Bandit Problems
Resources: https://github.com/balamurugan-palaniappan-CEP/AIML_CEP_2021
Offered AIML With Python Course for IIT Bombay Alumni through PCACEC, IIT Bombay (Apr 2023- June 2023)
Topics Covered: Python fundamentals review, Machine Learning models for classification and regression, Machine learning using sklearn.
Video lectures, TA Sessions, Code files and other Resources: Click here