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Atlas profile

James

@jnaurotVerified GitHub profile

AI-Atlas score

Advanced
0100
Strongest
NLP & LLMs
63.2/100 domain score
Rank
20th=
of 69
United States
4th
of 10
  • United StatesLocation
  • 11 Nov 2026Mapped
  • 6 / 29AI projects
01Skills matrix

AI Skills Matrix

AI Skills Matrix scores, 0 to 100
Machine Learning61
Computer Vision31
Data Science31
NLP & LLMs63
AI Agents34
MLOps48

Each node is one domain, scored only from evidence in these public repositories. Select one to see why.

Substantial implementations with real depth.

02Evaluated projects6 of 6

29 public repositories → 6 with AI work, evaluated. The other 23 (repositories without AI code, forks and empty repositories) are not scored and have no effect on the result. How repositories are selected

Ranked by contribution

Ordered by how much each project adds to the Atlas score, not by its own score. A project with evidence in several domains can rank above one with a slightly higher project score. Choose a domain to focus on the projects with meaningful evidence there.

01
61.7

Advanced

58% of Atlas Score

AI Developer Tool· Python

aiproj is an AI developer tool that provides a model registry, provider adapters, policy enforcement, and a flow-based UI for constructing AI workflows. It includes a migration utility for legacy LLM graph nodes and supports model lifecycle management.

NLP & LLMs0.90Machine Learning0.80MLOps0.70AI Agents0.50
02
43.8

Implementation

14% of Atlas Score

RAG System· Python

The repository implements a multi-stage Retrieval Augmented Generation (RAG) system for answering questions based on Acquired podcast transcripts, incorporating vector similarity search and a Neo4j graph store for enhanced retrieval.

NLP & LLMs0.90Machine Learning0.80Data Science0.40
03
43.1

Implementation

11% of Atlas Score

Educational Implementation· Jupyter Notebook

This repository consists of Jupyter notebooks from a machine learning course (COSC_750) that walk through image classification and regression tasks using PyTorch, with an emphasis on educational explanations and step-by-step TODOs. Only one notebook shows executed cells, while the others depend on missing external files and data.

Machine Learning0.80Computer Vision0.60Data Science0.40
04
45.5

Implementation

10% of Atlas Score

Educational Implementation· Jupyter Notebook

The repository contains two Jupyter notebooks that demonstrate audio processing with Librosa, dataset filtering using the PolyAI Minds-14 dataset, and inference and attention visualization of a pretrained Audio Spectrogram Transformer (AST) model.

Machine Learning0.80Data Science0.40Computer Vision0.20
05
36.4

Exploration

6% of Atlas Score

Educational Implementation· Jupyter Notebook

This repository is a collection of Jupyter notebooks covering introductory topics in object-oriented programming, Python fundamentals, NumPy, PyTorch, and a simple N-gram language model. It serves as an educational tutorial for beginners in machine learning and data science.

Machine Learning0.80Data Science0.50NLP & LLMs0.40
06
52.4

Implementation

1% of Atlas Score

Dataset / Data Pipeline· TypeScript

MyReps is a full-stack web application that aggregates and displays information about U.S. federal and state legislators and legislation, providing a backend API for data ingestion and a React frontend for browsing representatives and bills.

Data Science0.15MLOps0.15