ML Application · Python

MapScribe-AI

AI-powered Historical Map Text Detection, Recognition, and Linking

Irine Milton@irinemilton · Atlas 62.5 · #14= builder

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What it is

MapScribe-AI is a system for extracting and categorizing text from historical maps using machine learning models, providing a web interface, CLI, and API for end-to-end processing.

Scored at37238486 Nov 2026Changes since

Merit describes the code at this commit. Later pushes count once the owner rescans. How merit is scored

Where it counts

Machine Learning80%
Computer Vision70%
MLOps50%
Data Science40%
NLP & LLMs30%

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

Around it on the Machine Learning board

Whole board

RankProjectBuilderFieldMerit

47bf16-4-3-overshoot-ratio-investigationTraining Experiment · PythonThe repository investigates the effect of different parameter writing rules (e.g., bfloat16 stochastic vs. round-to-nearest-even) on the overshoot ratio in optimizer steps by replaying recorded Camera-3 optimizer captures from Mamba-3 training. It reconstructs the intended…55.5/100ImplementationRickMachine Learning
48Machine-Learning-Capstone-ProjectBenchmarking Project · Jupyter NotebookThis repository is a machine learning capstone project that benchmarks 10 regression and 10 classification algorithms on real-world datasets, performs clustering analysis, and provides a deployable Streamlit application for term deposit prediction.55.3/100ImplementationNe-RanMachine Learning
49, 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
49, shared rankMapScribe-AIML Application · Python54.8/100ImplementationIrine MiltonMachine Learning
51, 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

What it is

Where it counts

Around it on the Machine Learning board

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