Here are the list of JavaScript projects in this repo. I work on them during my free time. If you are interested to collaborate on working a cool JavaScript side project together, reach out to me, I will be happy to chat!
This repo has been decommissioned. But here are the updated repos:
- Time Series Forecasting With TensorFlow.Js
- Sentence Similarity With TensorFlow.Js Sentence Encoder
- Reinforcement Learning Value Function with Tic Tac Toe
- Phrases Extraction And D3 Wordcloud
Pull stock prices from online API and perform predictions using Recurrent Neural Network and Long Short-Term Memory (LSTM) with TensorFlow.js framework.
Packages dependencies:
- @tensorflow/tfjs
- @angular/common/http
Reinforcement learning algorithm for agents to learn the tic-tac-toe, using the value function. Train the agent to play tic-tac-toe, by having 2 agents play against each other through simulation. You can experiment by adjusting 2 parameters, 1) learning rate and 2) probability of exploration of each agent. After training, try playing against the agent.
100% JavaScript solution to extracting ngrams from text and display high frequency in beautiful D3 wordcloud. Phrases (ngrams) extraction are done inside d3-wordcloud-phrases.js, there are a few params which you could tweak and edit stopwords list. Adjustments to wordcloud can be found in d3-wordcloud-wordcloud.js.
Packages dependencies:
- d3
- d3.layout.cloud
Universal Sentence Encoder (Cer et al., 2018) is a language model that encodes text into fixed-length embeddings. It aims to convert sentences into semantically-meaningful dense real-valued vectors.
Packages dependencies:
- @tensorflow/tfjs
- @tensorflow-models/universal-sentence-encoder
- packages are shared among all the exhibits, reduces setup time and we can focus on building JavaScript projects
- each project are separated as different app/components, this is neat
With npm installed, run
$ npm install
That will install all the dependencies listed in package.json.
To start, simply run
$ npm start
This project is build on Angular, design styles are based on Material.