Deep Learning Full Course 2024 | Deep Learning Tutorial for Beginners [4 Hours] - 2024 Edition
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TimeStamps:
00:00:00 - Deep Learning Course 2024 Introduction
00:02:20 - What is Deep Learning?
00:12:53 - What is Neuron & Neural Networks, Types of Deep Learning Networks?
00:20:45 - What is Single Layer Perceptron & How to use it?
00:30:24 - Perceptron Work
00:41:01 - What is Multilayer Perceptron and Notation ( ANN ) & How to use it?
00:51:45 - Forward Propagation and Back propagation
01:15:35 - Activation Functions for Neural Networks
01:27:51 - What is Loss Functions & How to use it?
01:51:22 - Optimizer in Neural Network
01:59:39 - Customer Churn Prediction using ANN (Artificial Neural Network)
02:19:58 - Improve the Performance of a Neural Network
02:26:52 - Identify Overfitting in Deep Learning (Early Stopping , Regularization)
02:50:28 - What is Batch Normalization & How to use it?
02:59:11 - What is Dropout Layer & How to use it?
03:14:05 - Vanishing Gradient Problem
03:22:40 - Hyperparameter Tuning
03:34:31 - Convolutional Neural Network
03:45:12 - What is Convolutional, Pooling, Flattening
04:02:51 - Convolutional Neural Network (Practical)
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