Application fee : 1000 INR

Details

Certification Body: Aegis School of Data Science
Location: On-campus (India, Mumbai, Pune, Bangalore)
Type: Certificate course
Coordinator: Ritin Joshi
Language: English
Course fee: 35000 INR
GST: 18%
Total course fee: 41300 INR
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Course Details

Our goal is to introduce students to a powerful class of model, the Neural Network. In fact, this is a broad term which includes many diverse models and approaches. We will first motivate networks by analogy to the brain. The analogy is loose, but serves to introduce the idea of parallel and distributed computation.

We then introduce one kind of network in detail: the feedforward network trained by backpropagation of error. We discuss model architectures, training methods and data representation issues. We hope to cover everything you need to know to get backpropagation working for you. A range of applications and extensions to the basic model will be presented in the final section of the module.

  • Introduction
  • Classification
  • Optimizing Linear Networks
  • The Backprop Toolbox
  • Unsupervised Learning
  • Reinforcement Learning
  • Advanced Topics