GGSIP University BTech Computer Science 8th Semester - Machine Learning- End Term Paper (Dec 2020)
The main of the subject is to introduce the students about the knowledge of basic concepts of machine learning systems, types of learning etc.
The subject is divided into four main topics:
Unit I: Basic concepts, Types of Learning, Classification Families
Unit II: Machine Learning algorithms like Logistic regression, Perceptron, Exponential family etc. Evaluating and debugging learning algorithms, Classification errors.
Unit III: Unsupervised learning e.g. Clustering, K-means, Markov models etc.
Unit IV: Reinforcement Learning and Control: MDPs. Bellman equation etc.
Here is the Machine Learning End Term Paper (December 2020):