Description
Neural Networks In Python From Scratch. Build step by step! is a course published by Udemy Online Academy. It is a hands-on course designed to help learners understand the basics of neural networks by implementing them without relying on high-level libraries. This course is perfect for beginner and intermediate Python programmers who want to deepen their knowledge of how deep learning models work at the core. By building everything from scratch, learners will gain a strong conceptual and technical understanding of the mathematics and coding logic behind neural networks.
You will learn how to build neural networks with Python. Without the need for any libraries, you will see how a simple neural network from 4 lines of code turns into an AI network capable of recognizing handwritten digits. Along the way, you’ll learn concepts like feedforward, cost functions, backpropagation, hidden layers, linear regression, gradient descent, and matrix multiplication. And all this in plain Python. You’ll be able to build a neural network in any programming language you like, without the help of frameworks and libraries.
What you will learn in Neural Networks In Python From Scratch. Build step by step!:
- Basic functions for any neural network, with coding linear regression, cost functions, and backpropagation
- Understand the properties of neural networks by adjusting learning rates and biases
- Train a network by implementing the gradient descent algorithmNormalize inputs for multi-input networks
- Create classification networks by implementing multiple output neurons and activations
- Improve network accuracy by implementing hidden layers for nonlinear data
- And…
Course specifications
Publisher: Udemy
Instructors: Loek van den Ouweland
Language: English
Level: Intermediate
Number of Lessons: 24
Duration: 3 hours and 18 minutes
Course topics
Neural Networks In Python From Scratch. Build step by step! Prerequisites
You have an interest in neural networks.
You have some programming experience in Python or another language.
Pictures
Neural Networks In Python From Scratch. Build step by step! introduction video
Installation guide
After Extract, watch with your favorite Player.
English subtitle
Quality: 720p
Download link
File password (s): www.downloadly.ir
Size
750 MB
