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taran-dev4u/README.md
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πŸŽ“ MS in Computer Science at University at Buffalo (UB) Β |Β  ⚑ Focus: Distributed Systems & AI/ML Β |Β  🌐 Open Source: NVIDIA NeMo, FlexMeasures, timely-beliefs, Django-CRM


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🌐 Open-Source Contributions & Upstream Pull Requests

I actively contribute core features, architectural refactors, and bug fixes to established open-source production frameworks:

Ecosystem Focus & Stars Upstream Contribution / PR Key Architectural Impact
NVIDIA-NeMo/Automodel 1,000+ ⭐ AI/ML PR #3379 (Merged)
PR #3700 (In Review)
VLM processor artifact serialization on LoRA merges + PEFT adapter key namespace isolation (base_model.model.thinker...).
FlexMeasures/flexmeasures 206+ ⭐ Energy EMS PR #2353 (Merged)
PR #2443 (In Review)
Multi-tenant RBAC role filtering on Account REST APIs & UI + plugin loader working directory shadowing resolution.
MicroPyramid/django-crm 1,000+ ⭐ Backend Issue #636 Implementation High-throughput entity matching, Levenshtein fuzzy company clustering, E.164 phone normalization & record merge engine.
SeitaBV/timely-beliefs Probabilistic Sensors PR #245 (Merged) Enforced strict total ordering (__lt__) for BeliefSource to prevent NaN generation during Pandas MultiIndex alignment.
Rekin226/aquascope Scientific Hydrology 9 Upstream Merged PRs
PR #269 (In Review)
Extreme Value Theory (EVT) flood frequency bounds, Mann-Kendall trend tests, CAMELS-BR collector & Streamlit dashboard.

πŸš€ Production & Self-Project Engineering Showcases

⚑ Real-Time Streaming Analytics

Kafka Spark Live Demo

High-throughput telemetry ingestion (2,500+ msg/sec) using Apache Kafka, sub-second sliding window Spark Structured Streaming aggregations, and asynchronous FastAPI KPI services.

πŸ‘‰ View Repository β†’

πŸ€– RAG Document Q&A Application

LangChain Qdrant Live Demo

Production Retrieval-Augmented Generation application with overlapping semantic chunking, dense vector embeddings, vector similarity search, FastAPI, and Dockerized deployment.

πŸ‘‰ View Repository β†’

πŸ›°οΈ Satellite Geospatial CO2 AI

DOI Badge R2 Score

Geospatial machine learning pipeline analyzing NASA OCO-2 and Sentinel-5P telemetry. Published in the International Journal of Remote Sensing (Taylor & Francis).

πŸ‘‰ View Repository β†’ | Read Paper β†’

🎨 Transformer-GAN Image Restoration

Demo PSNR

Dual-stage Vision Transformer (ViT) structural encoder + PatchGAN texture synthesizer for photorealistic portrait restoration under 50% random structural occlusion.

πŸ‘‰ View Repository β†’


πŸ“Š GitHub Activity & Metrics

GitHub Stats Top Languages
GitHub Streak

Designed & engineered with precision by Taran Mamidala. Open to Software Engineering & AI/ML opportunities.

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  1. flexmeasures-role-filtering flexmeasures-role-filtering Public

    Contributions to FlexMeasures (206+ ⭐ Open Source) | Upstream Merged PR #2353 & PR #2443: Multi-Tenant Role-Based Access Control & Plugin Loader Architecture

    Python 1

  2. nemo-automodel-vlm-processor nemo-automodel-vlm-processor Public

    Contributions to NVIDIA NeMo (1000+ ⭐ Popular Open Source) | Upstream Merged PR #3379 & PR #3700: VLM Processor Serialization & PEFT LoRA Adapter Namespaces

    Python 1

  3. timely-beliefs-data-models timely-beliefs-data-models Public

    timely-beliefs Probabilistic Sensor Framework | Merged Upstream PR #245: Strict Total Ordering & MultiIndex Pandas Time-Series Data Modeling

    Python 1

  4. django-crm-lead-enrichment django-crm-lead-enrichment Public

    Contributions to Django-CRM (1000+ ⭐ Popular Open Source) | Full-Stack Multi-Tenant CRM Engine, REST APIs, Duplicate Detection & Cloud Attachments

    Python 1

  5. rag-document-qa-application rag-document-qa-application Public

    RAG-based Document Q&A Application | LLM Embeddings, Vector Search (Qdrant), FastAPI, LangChain & Docker

    Python 1

  6. realtime-streaming-analytics-platform realtime-streaming-analytics-platform Public

    Real-Time Analytics and Streaming Data Platform | Apache Kafka, Spark Streaming, FastAPI & Prometheus Telemetry

    Python 1