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Chirudeva-Reddy/README.md

Chirudeva Reddy, AI engineer working on applied machine learning and evaluation

Connect with Chirudeva Reddy on LinkedIn Email Chirudeva Reddy Follow Chirudeva Reddy on Instagram

About me

I got here the long way round. I was pointed at the rigorous, prestigious academic path early, and at the start it did not interest me one bit.

That changed about a year ago, once I noticed the work I actually finished was always work on a problem that was bothering me personally. That is still the whole argument: if I can solve a problem for myself, why not optimise the process and solve it for everyone else too. Most of what is below started exactly that way.

Learning all of this in the middle of the AI era taught me the other half. In a world full of frontier models you can certainly build cool things by outsourcing the intelligence, and it is tempting. Forcing myself to take the extra mile and learn the thing while I build it is what makes the process exponentially better.

Right now I am working through ML fundamentals, RAG evaluation, computer vision, and what it takes to run AI in production. I am looking for an AI engineering role.

Featured work

ClaimLens: 82.0 / 64.6, Box mAP@50, parts / damage models. Vehicle damage segmentation priced from a crawled UAE parts catalogue. When the evidence is thin it asks for an inspection instead of a price. body2health: 2.40 cm, waist MAE, subject-disjoint BodyM split. Waist, hip and chest girths from two phone photos. An SMPL-X fit marks the run unreportable when render-back disagrees.
ClaimLens repository

Pre-generation hallucination detection: 0.6511, AUROC, RAGTruth held-out. Reads hallucination risk out of Qwen2.5-1.5B hidden states before any text is generated, with fusion weights frozen from train. Road accident severity: 0.806, macro F1, held-out. Severity classification and crash-hotspot mapping over Chicago crash records, five model families under stratified CV.
Hallucination detection repository Road accident severity repository

duet: --selftest, proves the read-only sandbox with a canary file. One bash script asks Claude Code and Codex the same question independently and leads with where they disagree. Salon ERP: Odoo 19, installable module, here for the data model. Guarded booking states, an append-only loyalty ledger, and an interval constraint that blocks double-booking even under sudo.

Cards marked live demo open the demo; the rest open their repository.

Tools I use

Python, PyTorch, TensorFlow, scikit-learn, CUDA, MLflow, NumPy, Pandas, Streamlit, Plotly, Django, Node.js, PostgreSQL, MongoDB, AWS, Azure, Firebase and Vercel

GitHub activity

Contribution totals, streaks and top languages for Chirudeva Reddy

Ocean-themed animation of the GitHub contribution snake eating a year of commit squares

Training Graph

Weekly minutes from my Hevy log over the last 16 weeks. The flat stubs are weeks I did not train.

Weekly training minutes over the last 16 weeks, with session count, week streak and average session length

Let's build something useful

I am open to AI engineering roles and to collaborating on applied ML and trustworthy AI. If you have a hard, practical problem, send it over.

Email me or connect with me on LinkedIn.

Open to AI engineering roles. Hard, practical problems welcome. chirudevareddy03@gmail.com

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  1. body2health body2health Public

    Actively creating a pipeline for something that I'm very passionate about. Physical wellbeing has been a staple in my life since the past few years and I got struck with this idea of "Is it impossi…

    Python 1

  2. Pre-generation-hallucination-detection-in-RAG-systems Pre-generation-hallucination-detection-in-RAG-systems Public

    Pre-generation hallucination detection in RAG systems using transformer hidden-state dynamics and internal representation drift signals. In layman terms: Can we understand/rule out which hidden sta…

    Python 1

  3. Road-Accident-Severity-Prediction Road-Accident-Severity-Prediction Public

    ML + geospatial risk analytics on ~940k Chicago traffic crashes — LightGBM severity prediction, SHAP/LIME explainability, and DBSCAN hotspot mapping.

    HTML 1

  4. ClaimLens ClaimLens Public

    Explainable two-stage vehicle damage segmentation and CBUAE total-loss triage, priced in AED with safe abstention. Live demo in the link.

    Python

  5. duet duet Public

    Ask Claude Code and Codex the same question independently, then report where they disagree. One bash script, no API keys.

    Shell 1

  6. odoo-salon-erp odoo-salon-erp Public

    Odoo salon ERP module for booking appointments, staff scheduling, service catalogs, and customer loyalty rewards

    Python 1