| Machine Learning | 60 |
|---|---|
| Computer Vision | 21 |
| Data Science | 45 |
| NLP & LLMs | 60 |
| AI Agents | 0 |
| MLOps | 63 |
Each node is one domain, scored only from evidence in these public repositories. Select one to see why.
Substantial implementations with real depth.
11 public repositories → 6 with AI work, evaluated. The other 5 (repositories without AI code, forks and empty repositories) are not scored and have no effect on the result. How repositories are selected
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.
43% of Atlas Score
The repository provides a 500-problem dataset for evaluating large language models' calculation abilities, including synthetic arithmetic, algebra, and real-world problems, plus competition problems translated via Gemini API. It also includes an evaluation notebook that runs any LLM (via LangChain) on the dataset and reports accuracy by category and difficulty.
31% of Atlas Score
The intelligent-job-management repository provides a distributed job scheduling system for GPU clusters, featuring profiling-based job placement, preemption, and cross-node checkpoint resumption. It is modelled after the ANDREAS project and includes a central API, worker nodes, optimizer, and training scripts for managing deep learning workloads.
16% of Atlas Score
The repository implements and compares two optimization methods (joint mirror descent and simple Wasserstein descent) for estimating mixture proportions from NMR spectra, including hyperparameter tuning and experimental evaluation.
7% of Atlas Score
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.
3% of Atlas Score
The repository is a collection of Jupyter notebooks and Python scripts designed to teach Python programming, covering basics, OOP, functional programming, NumPy, Pandas, and a simple logistic regression implementation from scratch.
<1% of Atlas Score
Sandbox Party is a local multiplayer party game that uses a Gemini LLM as a game master to generate narration and pixel‑art assets, with a Godot host screen and a Colyseus‑served web client for players.
