Ever wanted to master Image Processing techniques from scratch! This session is for you.
Zero to HERO: Image Processing Techniques is a beginner-friendly two part series by Vivek Raja P S, Data Scientist @ NexStem & AWS Machine Learning HERO. In this series, we will learn the basic concepts of Image Processing and then work on building highly efficient Image Processing Algorithms in Tensorflow.
Zero to HERO: Image Processing Techniques -Part 1:
Date & Time: Dec 5, 2021, 7:00pm onwards
Zero to HERO: Image Processing Techniques Part 2:
Date & Time: Dec 11, 2021, 7:00pm onwards
The Agenda of the series (Part 1 & Part 2):
What is Image Processing and why it is important?
What all the challenges we face while implementing the same?
Understanding how to work in Image Data Analytics Problem
Machine Learning Steps
Finding your Data source
Collecting & Organizing the dataset
Loading your dataset in memory efficient manner
Standardizing the dataset
Creating a simple CNN model to understand Image Classification
Analysing why simple CNN model wasn’t able to give better result
Understanding different layers in CNN
Optimizer and Loss Function Algorithms
Creating a CNN model without Pre-processing
Understand why CNN model overfitted on data
Exploring ways to prevent overfitting
Pre-processing Techniques – Morphological and Augmentation
Understanding how Dropout regularization works
Creating and training CNN model
Visualizing and analyzing the results
Understanding Transfer Learning Approach
Why Transfer Learning is best for quick and decent results?
How to fine-tune Transfer Learning model?
A curious mind to learn new technology and concept
Basic understanding of Machine Learning (but not compulsory)
About the Speaker:
Vivek Raja works as Data Scientist at NexStem | CortexBCI Inc. where he develops machine learning enabled brain-computer interface hardware and software platforms, and architects cloud solutions. He is an AWS Machine Learning Hero which is the highest recognition in the AWS Community for the subject matter experts. Vivek pursued Bachelors of Engineering in Computer Science in Mepco Schlenk Engineering College, Tamil Nadu where he graduated in 2020 as Best Outgoing Student of his batch.His core research areas include machine learning, computer vision, NLP, and IoT, where he has published over 5 research papers in international conferences and filed a patent for evaluation.
Vivek is an organizer at Azure Developer Community, India and an active speaker, mentor sharing his learnings with various other developer groups such as AWS User Group India, TensorFlow User Group, and Women in Data Science with technical talks, blogs ,podcasts, and open source projects.
Vivek is 16 times multi-cloud certified as Microsoft Azure Data Scientist, AI Engineer, Data Engineer, Developer Associate and Oracle Solutions Architect Professional. He is also 20 times international and national level hackathon winner, and has participated in over 60 hackathons in the last three years.