README
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Golang-Machine-Learning
Golang Machine Learning is a library aimed at providing ML functionality and capability to Go. Several packages provide usage with neural networks, clustering algorithms, and reinforcement learning.
Installation
The library currently contains only pure Go. Installation can be done using go get.
go get -u github.com/thadUra/Golang-Machine-Learning
Roadmap
| Tasks To Do | Current Status | Finished |
|---|---|---|
| Initial Documentation for all packages | Completed | ✓ |
| Make custom soccer env more deterministic | In Progres | ✗ |
| Optimize memory in implementation | Not Started | ✗ |
| Utilize goroutines to improve runtime | Not Started | ✗ |
| Implement custom dataframe type | Not Started | ✗ |
| ... | ... | ... |
Notes
This library is actively being developed. If you would like to contribute to this library, please feel free to make any requests.
Documentation
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Overview ¶
Golang Machine Learning currently contains several packages supporting different ML concepts, algorithms, and testing environments.
A neural network (nn) package contains various loss functions and layers. A clustering package contains algorithms such as KMeans and Spectral clustering. A reinforcement learning (rlearning) package contains algorithms such as Q-Learning. An environment contains environments such as FrozenLake for any personal testing and configuring.
Source Files
Directories
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| Path | Synopsis |
|---|---|
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The cluster package contains code for various clustering algorithms and other related functions needed to run them.
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The cluster package contains code for various clustering algorithms and other related functions needed to run them. |
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The env package contains code for generating a custom gym environment or to replicate a similar environment from the gym library.
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The env package contains code for generating a custom gym environment or to replicate a similar environment from the gym library. |
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frozenlake
The frozenlake package contains code for generating the frozen lake environment.
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The frozenlake package contains code for generating the frozen lake environment. |
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soccer
The soccer package contains code for generating the soccer environment.
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The soccer package contains code for generating the soccer environment. |
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The nn package contains code for building a neural network and other related functions needed to run them.
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The nn package contains code for building a neural network and other related functions needed to run them. |
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The rlearning package contains code for reinforcement learning algorithms and other related functions needed to run them.
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The rlearning package contains code for reinforcement learning algorithms and other related functions needed to run them. |