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Two Day Faculty Development program on Deep Learning with TensorFlow
Jul 18 - Jul 19

Two Day Faculty Development program on Deep Learning with TensorFlow

  • 18 Jul 2019
  • Department of Control & Automation School of Electrical Engineering Vellore Institute of Technology - Vellore
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This workshop will provide an understanding of Machine Learning concepts and skills required to develop and use deep neural network models using the Open Source TensorFlow platform. Participants will gain a deeper understanding of the Python programming language and Numpy library. The workshop will also provide a concise introduction to the mathematics required for a broader understanding of Machine Learning vis-à-vis Linear Algebra, Probability Theory and Multivariable Calculus. 

Topics covered: 

1. Machine Learning – A new data-driven programming paradigm
2. Supervised, Unsupervised and Reinforcement Learning 
3. Multiclass classification and Regression
4. Dense Feedforward Neural Networks
5. Implementing dense layers in TensorFlow
6. Convolution Neural Networks
7. Implementing Convolution networks using TensorFlow 
8. N-Dimensional array manipulation using Numpy, Broadcasting arrays
9. Implementing Linear Regression and Logistic Regression using Numpy 
10. The Backpropagation algorithm 
11. Vectorizing Backpropagation over mini batches 
12. Regularization to avoid over-fitting
13. Hyper-parameter tuning and crossvalidation
14. Transfer learning and auto-encoders
15. Application to Biomedical signal processing