Encog Digit Recognition (Output Layer)
I want to realize a digit recognition with a neural network (Encog) in Java. For this, I am drawing on a screen which I partition in same-sized rectangles for the input layer, once the recognition process starts. Only problem is that I am not entirely sure how the output layer should look like when I just want to recognize digits ranging between '0-9'(see picture below).
I suppose modelling the outputLayer for an Digit i as an array with 10 entries, where every entry is set to '0' except for the i-th entry, which is set to '1'. I think that is what a reference project did here, as far as I can see. However, is it a good practice or is there another feasable solution?
The output layer can be modeled as a vector with 10 entries, if you want to check for 10 different outputs. I have implemented it here: https://github.com/Overholt94/EncogDigitDecoder
- How do I implement a lazy-loading Proxy for a Label interface with a const getText() method?
- Do interfaces have any purpose besides achieving polymorphism and multiple inheritance?
- Multiple instances of Singleton class. Possible?
- Memento design pattern and State design pattern
- How should I implement Fuzzing techniques presented in "The Fuzzing Book"?
- PHP Builder pattern without inner classes
- Singleton & Multithreading in Java
- Abstract Factory design pattern
- Custom class clusters in Swift
- What is the difference between MVC and MVVM?
- Why is object creation have separate interdace in Factory Method Design Pattern?
- Is it mandatory for the visit methods to return void in the Visitor Pattern?
- What are the differences between proxy, wrapper or a façade classes
- Is instantiating a concrete HttpClient instance an incorrect use of Dependency Injection in .NET?
- How to use delegates in View member functions?
- What is Inversion of Control?
- Singleton: How should it be used
- Simplest/cleanest way to implement a singleton in JavaScript
- Is there a typical state machine implementation pattern?
- C++: Compiling unused classes
- Difference between an entity and an aggregate in domain driven design
- How to build a generic repository
- Is it acceptable to rethrow Exception's cause?
- reactor vs proactor
- StateMachine over multiple Entities
- Why is Singleton considered an anti-pattern?
- C# Changing a Class in Production - What is the Best Practice when using the Open/Closed Principle?
- What is the method MemberwiseClone() doing?
- Visitor Design Pattern - return type
- Could visitor pattern contain some states?