Deep Learning & Machine Learning Fundamentals

Name: Deep Learning & Machine Learning Fundamentals
Uploaded: 2026-06-17T14:02:26.532Z
Duration: 588 s
Description: A comprehensive masterclass in modern machine learning and deep learning. We explore neural network architectures, the mechanics of CNNs for computer vision…

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Deep Learning & Machine Learning Fundamentals

0:00 / 9:48

Introduction

0:00 - 0:33

Learning Paradigms

0:34 - 1:08

Optimization & Gradient Descent

1:09 - 1:42

The Perceptron

1:43 - 2:16

Activation Functions

2:17 - 2:50

Deep Architecture

2:51 - 3:26

The Learning Cycle

3:27 - 3:59

Convolutional Neural Networks

4:00 - 4:31

The Convolution Operation

4:32 - 5:04

Stride and Padding

5:05 - 5:32

Pooling Layers

5:33 - 6:02

Decision Trees

6:03 - 6:34

Entropy and Information Gain

6:35 - 7:06

Ensemble Strategies

7:07 - 7:40

K-Means Clustering

7:41 - 8:11

DBSCAN Density Logic

8:12 - 8:44

Model Validation & Tuning

8:45 - 9:16

Conclusion

9:17 - 9:48