Training Neural Networks in Python | Training Your Network | Neural Network Simply Explained Part 2
Training Neural Networks in Python | Types of neural networks | Building Your Network Part 1 -
• Training Neural Networks in Python | ...
Course description
Prerequisites
You must feel comfortable writing code in Python 3. Project
Build a neural network from scratch using Python.
Neural networks are widely used in everyday applications like online shopping, weather forecasting, and smartphones. This course by Eduardo Corpeño teaches the inner workings of neural networks in Python, allowing you to fully understand the algorithms behind them. Although there are professional tools that allow you to train neural networks from a high-level perspective, this course gives you a chance to tap into the details of the algorithms behind neural networks. Through exercises and examples, learn how to relate biological neurons to Python elements to build and train your own networks, and gain knowledge that can help you choose the right neural network architecture and training method for your projects and problems you encounter. This course is integrated with GitHub Codespaces, an instant cloud developer environment that offers all the functionality of your favorite IDE without the need for any local machine setup. With GitHub Codespaces, you can get hands-on practice from any machine, at any time—all while using a tool that you’ll likely encounter in the workplace. Check out the “Using GitHub Codespaces with this course” video to learn how to get started.
3. Building Your Network
Linear separability(In progress)
Writing the multilayer perceptron class
Challenge: Finish the multilayer perceptron class
Solution: Finish the multilayer perceptron class
4. Training Your Network
The need for training(In progress)
The training process
The error function
Gradient descent
The Delta rule
The Backpropagation algorithm
Challenge: Write your own Backpropagation method
Solution: Write your own Backpropagation method
5. Let's Make a Segment Display Classifier
Segment display recognition(In progress)
Challenge: Design your own SDR neural network
Solution: Design your own SDR neural network
Challenge: Train your own SDR neural network
Solution: Train your own SDR neural network
7 to 1 network GUI demo
7 to 10 network GUI demo
7 to 7 network GUI demo
Train Basic Neural Network with Numpy and Pandas - AI programming for beginners
Neural Networks Explained from Scratch using Python
Create a Basic Neural Network Model - Deep Learning with PyTorch 5
Neural Network Simply Explained | Deep Learning Tutorial 4 (Tensorflow2.0, Keras & Python)
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