Completion of a basic course in Machine Learning.
(Recommended, but not mandatory) Completion of a course in Deep Learning, or exposure to topics in neural networks.
Knowledge of basics in probability, linear algebra, and calculus.
Experience of programming, preferably in Python.
Basic idea about Image Processing and/or Computer Vision should be helpful.
INTENDED AUDIENCE :Senior Undergraduate Students + Post-Graduate Students.
INDUSTRIES SUPPORT : All companies that use computer vision for their products/services (Microsoft, Google, Facebook, Apple, TCS, Cognizant, L&T, etc)
Relevant Courses offered by NPTEL#
The courses listed below can be audited before, with or after taking/auditing our course.
The courses marked as Recommended are the ones that we highly encourage students to audit before taking our course.
Essential Mathematics for Machine Learning (Recommended): https://nptel.ac.in/courses/111107137
Matrix Theory: https://nptel.ac.in/courses/111108157
Applied Linear Algebra for Signal Processing, Data Analytics and Machine Learning: https://nptel.ac.in/courses/108104174
Linear Algebra: https://nptel.ac.in/courses/111106135
Matrix Analysis with Applications: https://nptel.ac.in/courses/111107112
Applied Linear Algebra: https://nptel.ac.in/courses/108106171
Probability and Statistics#
Probability for Computer Science: https://nptel.ac.in/courses/106104233
Essentials of Data Science With R Software _ 1: Probability and Statistical Inference: https://nptel.ac.in/courses/111104146
Essentials of Data Science With R Software _ 2: Sampling Theory and Linear Regression Analysis: https://nptel.ac.in/courses/111104147
Advanced Probability Theory: https://nptel.ac.in/courses/111102134
Statistical Inference: https://nptel.ac.in/courses/111102112
Non-parametric Statistical Inference:https://nptel.ac.in/courses/111102143
Applied Optimization for Wireless, Machine Learning, Big Data: https://nptel.ac.in/courses/108104112
Optimization from fundamentals: https://nptel.ac.in/courses/112101298
Constrained and unconstrained optimization: https://nptel.ac.in/courses/111105100
Convex Optimization: https://nptel.ac.in/courses/111104068