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Ashok007-cmd/README.md

Typing SVG

Supply Chain Data Analyst who builds with AI. MBA in Logistics & Supply Chain Management, BCom in Computer Applications — I turn operational data into decisions with SQL, Excel, and Power BI, and I use AI coding tools (LLM assistants) to design and ship working analytics and automation systems.

About these repos, honestly: I architect the projects — the business problem, the data model, the pipeline design — and direct AI development tools to implement them, then validate the results. I can walk you through why every component exists; I'm still growing toward writing every line myself. I believe this AI-native way of building is a skill in its own right, and I'd rather show it transparently than pretend otherwise.

  • 🎓 MBA, Logistics & Supply Chain Management (Bharathidasan University) · BCom, Computer Applications
  • 📊 Excel · Power BI · Tableau · SQL · Python (working knowledge) · SAP S/4HANA (certified coursework)
  • 📍 Tamil Nadu, India · Open to Data Analyst / Supply Chain Analyst roles (Chennai, Bengaluru, Remote)

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📈 GitHub Stats

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GitHub Streak Stats


📦 Supply Chain & Operations Analytics Projects

ProjectBusiness problem it solves
realtime-otif-sla-automationMonitors On-Time-In-Full delivery SLAs in real time — SQL window functions, PostgreSQL, Power BI + Power Automate alerting
ml-logistics-risk-predictionPredicts which shipments are at risk of late delivery so planners can intervene early
retail-demand-forecastingForecasts retail demand (Corporación Favorita dataset) to reduce stockouts and overstock
algorithmic-process-miningDiscovers bottlenecks and conformance gaps in O2C / P2P processes from ERP event logs
cloud-native-analytics-engineering-pipelineModels raw data into a clean star schema for BI reporting (dbt + Snowflake/DuckDB)

🤖 AI-Assisted Development Projects

ProjectWhat it explores
production-grade-ragA document Q&A system with hybrid search, citations, and automated quality evaluation
local-ai-assistantA private, offline resume optimizer and mock interviewer running on local models
structured-extraction-ftFine-tuning small models to extract clean, structured data from messy documents
echoflow-voice-pipelineA real-time voice assistant pipeline (speech → LLM → speech)
rag-observability-layerMonitoring, tracing, and CI regression-gating for RAG pipelines

🗓️ Project Timeline & Skills

Portfolio built over May 2025 – July 2026, alongside completing my MBA. Duration reflects the estimated time invested building and refining each project.

ProjectDurationSkills demonstrated
production-grade-ragMay 2025 – Jun 2025 (2 months)RAG architecture · hybrid search (BM25 + vector) · FastAPI · OpenTelemetry · LLM evaluation
echoflow-voice-pipelineJul 2025 – Aug 2025 (2 months)Real-time streaming · ASR/TTS · resilience patterns (circuit breakers)
local-ai-assistantSep 2025 (1 month)Local LLMs (Ollama) · privacy-first design · model benchmarking
rag-observability-layerOct 2025 – Nov 2025 (2 months)Monitoring & tracing · CI quality gates · regression testing
structured-extraction-ftDec 2025 (1 month)QLoRA fine-tuning · DPO · schema-validated JSON extraction
cloud-native-analytics-engineering-pipelineJan 2026 – Feb 2026 (2 months)dbt · DuckDB/Snowflake · Kimball star schema · Airflow · CI
ml-logistics-risk-predictionMar 2026 (1 month)Python · XGBoost · FastAPI serving · Streamlit
retail-demand-forecastingApr 2026 – May 2026 (2 months)Time-series forecasting (Prophet + gradient boosting) · MLflow · feature engineering
realtime-otif-sla-automationJun 2026 (1 month)SQL window functions · PostgreSQL (RLS, materialized views) · Power BI · Power Automate
algorithmic-process-miningJul 2026 (1 month)Process mining (pm4py) · conformance checking · KPI/bottleneck analysis · Streamlit

🛠️ Core Skills

Analytics & BI: SQL · Microsoft Excel (advanced) · Power BI · Tableau · dashboarding & KPI reporting Domain: Supply Chain Management · Logistics · O2C / P2P processes · OTIF & SLA metrics · demand planning concepts · SAP S/4HANA · SAP Ariba Building: Python (working knowledge) · AI-assisted development (LLM coding tools) · Git/GitHub · process automation


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  1. echoflow-voice-pipeline echoflow-voice-pipelinePublic

    Real-time streaming voice assistant pipeline: ASR → LLM → TTS. Sub-second latency, circuit breakers, multi-backend, fully observable.

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  2. production-grade-rag production-grade-ragPublic

    Production-grade RAG pipeline: hybrid search (BM25+vector+RRF), cross-encoder reranking, SSE streaming, async ingestion, OpenTelemetry metrics + Prometheus, Langfuse tracing, full RAGAS-style LLM-a…

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    Private-by-design offline AI resume optimizer & mock interviewer — local Ollama SLMs with Gemini fallback, internally security-audited (see SECURITY.md)

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    Production-grade monitoring, tracing, and CI regression-gating for RAG pipelines

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  5. structured-extraction-ft structured-extraction-ftPublic

    Production QLoRA SFT+DPO pipeline & FastAPI inference server for schema-validated JSON extraction — runs on 4 GB VRAM

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  6. cloud-native-analytics-engineering-pipeline cloud-native-analytics-engineering-pipelinePublic

    Dual-target dbt + DuckDB/Snowflake ELT pipeline: Kimball star schema, Airflow/Cosmos orchestration, CI with lint/build/test/security gates

    Python 1