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In this course we intend to introduce the basic concepts of computer vision and machine learning from a mathematically well motivated perspective. This course covers some of the most popular supervised learning algorithms including linear regression, decision trees, k-nearest neighbor, Bayesian learning, support vector machines, neural networks with an introduction to Deep Learning and unsupervised clustering algorithms. We also discuss about, how machine learning algorithms are applied to various computer vision problems. This course also includes hands-on problem solving with programming in Python and some tutorial sessions. Eminent resource persons will be handling the sessions.
Introduction to Computer Vision
Image Processing Techniques
Machine Learning Fundamentals
Regression and Classification
Bayesian Learning & Instance based Learning
Support Vector Machines
Perceptron & Neural Networks
Unsupervised Learning Techniques
Convolutional Neural Networks
Machine Learning Applications in Signal & Image Processing
In-campus accommodation will be provided to the participants
Accommodation Fee : Rs.100/- per day.
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