Machine Learning™ - Neural Networks from Scratch [Python]
Video: .mp4 (1280x720, 30 fps(r)) | Audio: aac, 44100 Hz, 2ch | Size: 1.06 GB
Genre: eLearning Video | Duration: 39 lectures (3 hour, 30 mins) | Language: English
Learn Hopfield networks and neural networks (and back-propagation) theory and implementation in Python

What you'll learn

    Hopfield neural networks theory
    Hopfield neural network implementation in Python
    Neural neural networks theory
    Neural networks implementation
    Loss functions
    Gradient descent and back-propagation algorithms

Requirements

    Very basic Python

Description

This course is about artificial neural networks. Artificial intelligence and machine learning are getting more and more popular nowadays. In the beginning, other techniques such as Support Vector Machines outperformed neural networks, but in the 21st century neural networks again gain popularity. In spite of the slow training procedure, neural networks can be very powerful. Applications ranges from regression problems to optical character recognition and face detection.

Section 1:

    what are Hopfield neural networks

    modeling the human brain

    the big picture behind Hopfield neural networks

Section 2:

    Hopfield neural networks implementation

    auto-associative memory with Hopfield neural networks

Section 3:

    what are feed-forward neural networks

    modeling the human brain

    the big picture behind  neural networks

Section 4:

    feed-forward neural networks implementation

    gradient descent with back-propagation

In the first part of the course you will learn about the theoretical background of neural networks, later you will learn how to implement them in Python from scratch.

If you are keen on learning machine learning methods, let's get started!

Who this course is for:

    Beginner Python developers curious about data science

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