Educational Implementation · Jupyter Notebook

Janek-Wangrat

janwan2003@janwan2003 · Atlas 61.7 · #13= builder

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What it is

The repository is a portfolio of the author's academic and personal projects, including implementations of deep learning models (Transformers, Rainbow DQN, RevNet, PADIM) and a data analysis pipeline for bus transportation data.

Scored from the code at its last scan, 27 Oct 2026. How merit is scored

Where it counts

Machine Learning70%
NLP & LLMs30%
Computer Vision20%
Data Science20%
AI Agents10%

How much of the project is about each field, as scoring counts it. It ranks in the field it is most about.

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Whole board

RankProjectBuilderFieldMerit

45, shared ranktc-livive-orgEducational Implementation · HTMLThis repository contains an interactive, browser-based learning lab that teaches the concepts of training vs. inference in machine learning using a simple token-counting model. It includes zero-dependency web assets, detailed documentation, and a test runner for generating demos.54.8/100ImplementationJarad PeckenpaughMachine Learning
47, shared rankai_chat_distil_01ML Application · HTMLThis repository is a proof-of-concept system for reconstructing speech waveforms for a closed set of phrases using lightweight TensorFlow models. It includes data generation, model training, evaluation, conversion to TensorFlow Lite, and a web dashboard for interaction.54.3/100ImplementationJarad PeckenpaughMachine Learning
47, shared rankJanek-WangratEducational Implementation · Jupyter Notebook54.3/100Implementationjanwan2003Machine Learning
49naturalsqlML Application · TypeScriptNaturalSQL is a desktop application that enables users to query MySQL databases using natural language via a local LLM (Ollama). It provides features such as schema caching, AI-powered SQL generation, explanation, fixing, optimization, and result set analysis.53.4/100ImplementationMurat GençMachine Learning
50RatatoskrML Application · PythonRatatoskr is a modular, cross-platform AI assistant that integrates local LLMs (via Ollama) with persistent memory, voice interaction, web search, Gmail/calendar integration, and system automation for Linux and Windows.53.1/100ImplementationLuiz Cesar SpiesMachine Learning

What it is

Where it counts

Around it on the Machine Learning board

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