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Overlxrd-uwu/README.md

Research

  • SADE-NetworkAgent — Symptom-Aware Diagnostic Escalation for LLM-based network troubleshooting: a phase-gated diagnostic workflow + 15-skill library that lifts root-cause F1 by +37 percentage points over a ReAct + GPT-5 baseline on NIKA's 523-incident test set. (IEEE LCN 2026 · arXiv:2605.04530)
  • NIKA — contributor to the network arena for benchmarking AI agents on network troubleshooting; the SADE agent is integrated upstream.

Projects

  • nem-power-data-pipeline — streaming pipeline for Australia's electricity market: REST acquisition → DuckDB star schema → MQTT replay → live Streamlit map dashboard (716k observations, 356 facilities). Data engineering.
  • au-energy-data-pipeline — ETL that scrapes public Australian energy & emissions open data (NGER, Clean Energy Regulator, ABS) into a spatial DuckDB warehouse. Data engineering.
  • cnn-image-classifier — CIFAR-10 benchmark of Random Forest vs MLP vs a VGG-style Keras CNN on identical splits — the CNN reaches 84.2% test accuracy vs ~50% for the flat-input baselines. Deep learning.
  • used-car-price-prediction — Linear Regression, Decision Tree & Random Forest (R² 0.91) with a full regression-diagnostics suite. Machine learning.
  • airline-review-satisfaction — passenger-satisfaction classification on ~22k Skytrax reviews: five models benchmarked with/without SMOTE, leak-free pipelines (RF+SMOTE macro F1 0.693). Machine learning.
  • car-dealership-db — a normalized PostgreSQL database — schema, ER model, sample queries, and a Flask demo app. Databases.
  • neetcode-submissions — data structures & algorithms practice, in Python.

Toolbox

Python · LLM agents · Claude Code · PyTorch / Keras · scikit-learn · data engineering (DuckDB, ETL) · PostgreSQL · network diagnostics · Linux · Git


📫 Open to opportunities — jeffqaz741@gmail.com

Pinned Loading

  1. SADE-NetworkAgent SADE-NetworkAgent Public

    Symptom-Aware Diagnostic Escalation — an LLM agent for network troubleshooting on the NIKA benchmark (IEEE LCN 2026)

    Python 9 1

  2. sands-lab/nika sands-lab/nika Public

    A Network Arena for Benchmarking AI Agents on Network Troubleshooting

    Python 67 18

  3. au-energy-data-pipeline au-energy-data-pipeline Public

    ETL pipeline scraping public Australian energy & emissions open data (NGER, Clean Energy Regulator, ABS) into a spatial DuckDB warehouse

    Python

  4. cnn-image-classifier cnn-image-classifier Public

    CIFAR-10 benchmark: Random Forest vs MLP vs CNN (Keras). Same splits, three input formats - CNN reaches 84.2% test accuracy.

    Python

  5. used-car-price-prediction used-car-price-prediction Public

    Used-car price prediction with Linear Regression, Decision Tree and Random Forest (R^2 0.91) plus full regression diagnostics

    Jupyter Notebook

  6. nem-power-data-pipeline nem-power-data-pipeline Public

    End-to-end pipeline for Australia's electricity market: REST acquisition, DuckDB star-schema warehouse cross-linked to the CER renewables register, MQTT live-stream replay, and a Streamlit + Folium…

    Python