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    • Deep Learning and Computer Vision A Z AI and ChatGPT Prizes

    Deep Learning and Computer Vision A-Z + AI & ChatGPT Prizes

    BY
    Udemy

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    Mode

    Online

    Fees

    ₹ 449 3099

    Quick Facts

    particular details
    Medium of instructions English
    Mode of learning Self study
    Mode of Delivery Video and Text Based

    Course and certificate fees

    Fees information
    ₹ 449  ₹3,099
    certificate availability

    Yes

    certificate providing authority

    Udemy

    The syllabus

    Introduction

    • Welcome to the Course!
    • BONUS: Learning Paths
    • Some Additional Resources!!
    • This PDF resource will help you a lot!
    • FAQBot!
    • Get the materials
    • Your Shortcut To Becoming A Better Data Scientist!
    • Study Tips For Success

    Module 1 - Face Detection Intuition

    • Plan of attack
    • Updates on Udemy Reviews    
    • Viola-Jones Algorithm
    • Haar-like Features
    • Integral Image
    • Training Classifiers
    • Adaptive Boosting (Adaboost)
    • Cascading
    • Face Detection Intuition

    Module 1 - Face Detection with OpenCV

    • Welcome to the Practical Applications
    • Installations Instructions (once and for all!)
    • Common Debug Tips
    • Face Detection - Step 1
    • Face Detection - Step 2
    • Face Detection - Step 3
    • Face Detection - Step 4
    • Face Detection - Step 5
    • Face Detection - Step 6
    • Face Detection with OpenCV

    Homework Challenge - Build a Happiness Detector

    • Homework Challenge - Instructions
    • Homework Challenge - Solution (Video)
    • Homework Challenge - Solution (Code files)

    Module 2 - Object Detection Intuition

    • Plan of attack
    • How SSD is different
    • The Multi-Box Concept
    • Predicting Object Positions
    • The Scale Problem
    • Object Detection Intuition

    Module 2 - Object Detection with SSD

    • Object Detection - Step 1
    • Object Detection - Step 2
    • Object Detection - Step 3
    • Object Detection - Step 4
    • Object Detection - Step 5
    • Object Detection - Step 6
    • Object Detection - Step 7
    • Object Detection - Step 8
    • Object Detection - Step 9
    • Object Detection - Step 10
    • Training the SSD
    • Object Detection with SSD

    Homework Challenge - Detect Epic Horses galloping in Monument Valley

    • Homework Challenge - Instructions
    • Homework Challenge - Solution (Video)
    • Homework Challenge - Solution (Code files)

    Module 3 - Generative Adversarial Networks (GANs) Intuition

    • Plan of Attack
    • The Idea Behind GANs
    • How Do GANs Work? (Step 1)
    • How Do GANs Work? (Step 2)
    • How Do GANs Work? (Step 3)
    • Applications of GANs
    • Generative Adversarial Networks (GANs) Intuition

    Module 3 - Image Creation with GANs

    • GANs - Step 1
    • GANs - Step 2
    • GANs - Step 3
    • GANs - Step 4
    • GANs - Step 5
    • GANs - Step 6
    • GANs - Step 7
    • GANs - Step 8
    • GANs - Step 9
    • GANs - Step 10
    • GANs - Step 11
    • GANs - Step 12
    • Image Creation with GANs
    • Special Thanks to Alexis Jacq
    • THANK YOU bonus video

    Annex 1: Artificial Neural Networks

    • What is Deep Learning?
    • Plan of Attack
    • The Neuron
    • The Activation Function
    • How do Neural Networks work?
    • How do Neural Networks learn?
    • Gradient Descent
    • Stochastic Gradient Descent
    • Backpropagation

    Annex 2: Convolutional Neural Networks

    • Plan of Attack
    • What are convolutional neural networks?
    • Step 1 - Convolution Operation
    • Step 1(b) - ReLU Layer
    • Step 2 - Pooling
    • Step 3 - Flattening
    • Step 4 - Full Connection
    • Summary
    • Softmax & Cross-Entropy

    Bonus Lectures

    • ***YOUR SPECIAL BONUS***

    Instructors

    Mr Hadelin de Ponteves

    Mr Hadelin de Ponteves
    Co-founder
    Udemy

    Mr Kirill Eremenko

    Mr Kirill Eremenko
    Data Scientist
    Udemy

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