Machine Learning Zero to Hero at IIT Kanpur

The Machine Learning Zero to Hero certification course offered by the Indian Institute of Technology Kanpur is a six-week online certification course. The training is structured to introduce machine learning's fundamental concepts and popular algorithms. Candidates will learn through a problem-solving approach by practising exercises in Python.

The Machine Learning Zero to Hero online course teaches about the up to date and supervised learning algorithms, decision tree, linear regression, k-nearest neighbour, and logistic regression concepts. The curriculum also highlights Bayesian learning, support vector machines, and kernels and neural networks accompanied by the introduction of Deep Learning. Candidates will learn about basic clustering algorithms and feature reduction methods.

The computational learning theory basics are discussed in the Machine Learning Zero to Hero training. Furthermore, the online course curriculum consists of complex topics such as variance and bias, overfitting, hypothesis space, cross-validation, and evaluation strategies. What's more, you can earn a certificate of completion at the end of the programme to showcase your skills in machine learning.