S1 E1 Intuitive introduction to Neural Networks

Webseries #1: Comprehensive and Intuitive Introduction to Deep Learning -- Numbers and Text by ‪@parthaseetala‬
SEASON 1 - EPISODE 1:
In this episode we'll learn about Neural Networks, the data structure and algorithm that powers Deep Learning. We'll also study the intuition behind how Neural Networks work.
CHAPTERS
00:01:51 Agenda for Episode 1
00:02:35 Intuition behind Neural Networks -- how we/machines learn
00:22:25 What is a Neural Network
00:27:59 Forward pass through a Neural Network (making a prediction)
00:43:30 3 questions -- Weights, Bias, Activation function -- why do we need them?
00:56:50 Backward pass through a Neural Network (Part 1)
00:57:49 Gradient Descent Algorithm -- a gentle and intuitive understanding
01:14:55 How to train a Neural Network -- Learning Rate, Batching and Epochs
01:33:24 Backward pass through a Neural Network (Part 2) -- the Chain Rule
01:40:19 Summary -- putting everything together
01:43:04 Introducing the code to implement a Neural Network
01:48:01 Preview of next episode Season 1 Episode 2
NEXT EPISODE: • S1 E2 Tuning Neural...

[@gauravchatterjee794]

Hi Partha, your content is truly amazing. Can I get the access of these beautiful slides by any chance?