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srinikha193/README.md

Hi, I'm Srinikha Renikunta ๐Ÿ‘‹

AI Data Engineer @ Meta | Building data pipelines & AI infrastructure at scale

LinkedIn Email


๐Ÿš€ About Me

  • ๐Ÿ”ง Data Engineer at Meta Platforms, working on marketing analytics infrastructure and data clean rooms
  • ๐Ÿค– Deeply interested in AI Engineering โ€” I believe the future of data engineering is AI-native, where data is self-serve through natural language and pipelines build, monitor, and document themselves
  • โ˜๏ธ Cloud-first mindset โ€” I enjoy architecting on AWS and designing systems that are private, governed, and scalable by default
  • ๐ŸŒฑ Currently exploring agentic AI workflows, LLM evaluation methods, and AI-assisted developer tooling
  • ๐Ÿ’ฌ Always happy to chat about data engineering, GenAI infrastructure, or making messy data trustworthy

๐ŸŽ“ Certifications


๐Ÿ’ผ What I Work On

๐Ÿ—๏ธ Data Pipeline Engineering โ€” Production ETL/ELT pipelines processing high-volume datasets: 971M+ row identity refactors, multi-stream clean room ingestion, incremental backfills, and dimensional modeling with Spark, Airflow, Hive, Presto, and SQL โ€” backed by data validation, SLA monitoring, and pipeline observability

๐Ÿค– AI Infrastructure for Data โ€” Semantic models that let AI agents answer natural-language questions over warehouse data (drove LLM query accuracy from 66% to 90% via eval-driven development); Claude Code plugins for pipeline scaffolding, automated health monitoring, and AI-powered team onboarding

๐Ÿง  ML & LLM Engineering โ€” Fine-tuning LLMs (BART, GPT-3.5) with PyTorch/CUDA, prompt engineering, RAG pipelines with FAISS embeddings, BERTopic modeling on multi-million record datasets, and ML-based anomaly alerting on production metrics

โ˜๏ธ Cloud Data Architecture โ€” Privacy-safe data infrastructure on AWS (S3, Glue, KMS, Kinesis, SageMaker) with encryption, pseudonymization, data governance, and cross-platform identity resolution; streaming and batch architectures on GCP (BigQuery, Dataflow, Pub/Sub)

๐Ÿ“ˆ Metrics & Observability โ€” Centralized metrics governance (51 metrics standardized across 6 domains), automated DoD/WoW/MoM anomaly detection, and self-serve analytics dashboards for cross-functional stakeholders


๐Ÿ› ๏ธ Tech Stack

Data Engineering & Pipelines

Apache Spark Apache Kafka Apache Airflow Apache Hive dbt Presto

Cloud & Infrastructure

AWS Amazon S3 AWS Glue Google Cloud BigQuery

Languages & Databases

Python SQL R MySQL MongoDB

AI / ML & LLMs

PyTorch scikit-learn Claude OpenAI Hugging Face

Analytics & BI

Tableau Pandas NumPy


๐Ÿ’ฌ Always open to conversations about data engineering, AI infrastructure, and building systems that make data self-serve. Reach out on LinkedIn or email me at srenikunta19@gmail.com!

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