In this One Day Hands-On session, Dr. Saptarsi Goswami and Aditya Bhattacharya will be sharing with the participants on using Deep Learning for Computer Vision and Natural Language Processing Applications.
Trainers
Dr. Saptarsi Goswami, Assistant Professor, University of Calcutta and Meetup Ambassador at Open Data Science Conference (ODSC) Kolkata Chapter
Aditya Bhattacharya, Software Engineer, D&T – Azure/Cloud Platform, West Pharmaceutical Services, Bengaluru
Mr. Aditya Bhattacharya will be introducing the basics of Machine Learning, Neural Networks, and Mathematics and Statistics needed for understanding and working with Data and AI. This will be followed by a workshop on Deep Learning for Computer vision where he will cover the following topics:
Introduction to Convolutional Neural Networks
Popular ConvNet Architectures
Data Augmentation
Transfer Learning
Supervised Learning Application using CNN
Bonus Topic: Neural Style Transfer – Create your own masterpiece!
In the afternoon session, the following topics will be covered by Dr. Saptarsi Goswami:
Text Data Overview
Pre-processing on text data
Classical text representation and text embedding
Sentiment Analysis Case Study
Pre-requisites: Basic knowledge on Machine Learning and Natural Language ProcessAudience: Anyone with hunger to learn NLP and ML.
Certificates will be provided to all the participants.
The code and resources used will also be shared post the workshop.