In this workshop we will start off with the very basics of data science and how it's related with deep learning. The basics also include data pre-processing and data visualization. And then we jump into complex topics like Neural networks, Fitting, Learning
algorithms and Regularization techniques.
Introduction to Data Science, Machine Learning and Deep Learning
Introduction to Google Colab
Introduction to Python packages for data pre-procession - NumPy, Pandas
Introduction to Python packages for data visualization – Matplotlib, Seaborn
Fundamental building blocks of deep learning
Feed Forward Neural Networks
Under fitting, over fitting and regularization techniques
Better learning algorithms
High School level math
Knowledge of Python programming language
Passion towards AI
NOTE: No installation of software, no powerful computers or GPU needed
Zoom - for workshop
Google Colab - for programming
Day 1 : 9th April 2021 Session 1 : 10:00 a.m. to 12:00 noon Session 2 : 2:30 p.m. to 4:30 p.m.
Day 2 : 10th April 2021 Session 3 : 10:00 a.m. to 12:00 noon Session 4 : 2:30 p.m. to 4:30 p.m.
The meeting link for the registered events - if any, will be sent to the registered email ID and will also be available in the participant's dashboard.
Login for various events must be done only using the registered e-mail ID. Else, entry will be denied.
For any sort of online test platform, ONLY Yuktaha ID must be used as name/nickname. Else, the participant will be disqualified.
Only individual participation is allowed for the events.
Judge’s decision is final for all events and may not be subject to any discussions or correspondence.
Events will be conducted only during the specified timings in the event rules. Late entries will not be accepted under any circumstances.