Twenty19

Login or Create Your Twenty19 Account


New to Twenty19? No Worries. Register for free!

Deep Learning with TensorFlow

Winter Combo Offer

Event Description

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.

Event Details/Highlights

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 cross-validation

14. Transfer learning and auto-encoders

15. Application to Biomedical signal processing

Live Event Feed

Live Trainings Feed

Live Internship Feed

Send me amazing internships by email

Confirmation email has been sent to your email address. Please click on "Confirm to get Internship alerts" button in the email.
Please provide a valid email address.
There were some issues. Please try again later.

Close