Tensorflow & ML hands on

Hosted by Hyderabad Python User Group

Public group
Hyderabad Python User Group
Hyderabad Python User Group
Public group
Location image of event venue

Details

This hands on session will cover the baiscs of Tensorflow and will include the following topics:

Basics of ML

• Regression vs Classification

• Birds-Eye view on a simple Feed-Forward Neural Net & How it learns

• Backprop & Gradient Descent

• ML as a generic function approximation

What is Tensorflow & Keras ?

• Installing keras.

Concepts

• AutoGrad

• Sequential Models

• Layers : Dense, Activation, Units

• Activation functions : Linear, Relu, Softmax

• Optimiser (SGD, RMSProp), Loss Functions

• Features, Training, Testing, Batches, Epochs

• Dropout

• Word Embeddings

Other Networks

• Convolutional Neural Networks

• Recurrent Neural Networks.

Examples

Keras.Js

⁠⁠⁠Speaker bio :
Ganesh Katrapati
PhD candidate at LTRC - IIITH in NLP and AI. He has been working and teaching natural language processing with machine learning since 3 years.He is also a Executive Committee Member of Swecha.

Requirements:

• Basic programming knowledge. Understanding of baisc ML concepts.

• Please bring your laptops with Tensorflow installed.

• IDE of your choice