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sravanni369/README.md

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Hi, I'm Sravani πŸ‘‹

AI/ML Data Engineer @ MEEAMI Technologies β€” Python, SQL & PyTorch; RAG/LLM systems, built in public one commit at a time.

Email LinkedIn Portfolio

Open to US remote roles US Permanent Resident No sponsorship required

Data Engineering Β· Data Science / ML Β· Data Analytics Β |Β  Atlanta metro, remote anywhere in the US Β |Β  available in two weeks


πŸš€ What I'm about

  • πŸ’Ό AI/ML Data Engineer at MEEAMI Technologies β€” LLMs, RAG & conversational AI
  • πŸ”­ I ship small, runnable, documented projects β€” real code with real logs, no vaporware
  • πŸ“… One Python exercise every day in python-daily β€” data pipelines, ML patterns, LLM building blocks
  • 🧠 Currently deep in PyTorch β€” latest: a neural network that scores 98/100 on the FizzBuzz interview
  • πŸ“Š Day job muscle: SQL, data quality, and testing β€” I find the row that breaks the report
  • πŸŽ“ Indiana Wesleyan University Β· certifications from Microsoft, Google Cloud, MathWorks & Coursera below

πŸ› οΈ Tech stack

Python PyTorch scikit-learn pandas NumPy LangChain OpenCV

Apache Spark Kafka Databricks Snowflake Azure Docker

Oracle SQL SQL Server SQLite Excel

Git Jupyter VS Code JIRA

πŸ“Œ Featured projects

Data engineering & SQL

Project What it proves
🧾 claims-data-quality Config-driven data-quality checks for healthcare CSVs: orphan keys, duplicates, range violations, code formats, date logic. Stdlib only
πŸ—„οΈ sql-drill A fresh randomized healthcare database every session, graded questions, your result set checked against hidden reference queries
🧰 data-file-toolkit CSV/JSON conversion and validation CLI, stdlib only, tested
πŸ“… python-daily One runnable exercise a day: data pipelines, data quality, sqlite3, log parsing, PyTorch drills

Data science & evaluation rigour

Project What it proves
πŸ‘Ά birthweight-leakage-pytorch Target leakage caught: one column takes the model from 62.6% to a perfect 100% / AUC 1.000
🩺 maternal-risk-pytorch 55% duplicate rows. Naive split shows +37.9 points of "skill", honest dedup shows +8.9
🚫 abuse-detection-shortcut Mask 25 tokens and the classifier drops below its own majority baseline. Frequency-matched control included
πŸŽ—οΈ cervical-screening-pytorch The baseline beat my model, 93.6% to 87%. Published as-is rather than tuned until it looked better

ML, LLM & retrieval

Project What it proves
πŸ“š hands-on-llm-verified Reproduces O'Reilly's Hands-On LLMs against 2026 libraries, 42/42 verified, and finds a fix that silently drops weighted F1 from 0.80 to 0.33
⚑ sentiment-analysis-api FastAPI service, TF-IDF + logistic regression, 84.2% held-out, 23 offline tests, Dockerized, documents its own out-of-vocabulary failure mode
πŸ”Ž tiny-rag-pytorch The R in RAG in ~150 lines of pure PyTorch: chunk, embed, cosine retrieve. No LangChain, no vector DB
πŸ” bm25-search Zero-dependency BM25 engine in pure Python: inverted index, Lucene-style IDF, CLI, 30 pytest tests, CI on 3.9–3.12

πŸ“œ Certifications

Certification Issuer Issued
Annotate and Analyze Objects for Vision Coursera Mar 2026
Introduction to Generative AI for Developers with Copilot Microsoft Feb 2026
Introduction to Image Processing MathWorks Feb 2026
Model Training & Evaluation Coursera Feb 2026
NVIDIA: Fundamentals of Machine Learning Whizlabs Feb 2026
Python Programming Fundamentals Microsoft Feb 2026
Introduction to SQL for BigQuery and Cloud SQL Google Cloud Jun 2025

Credential IDs are listed on my LinkedIn.

πŸ“ˆ GitHub stats

GitHub streak

Contribution activity graph


πŸ“§ sravannicareerv@gmail.com Β· LinkedIn Β· Portfolio

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  1. eye-contour-tracking-sam2 eye-contour-tracking-sam2 Public

    SAM2 segmentation experiment for eye-contour annotation (PyTorch, OpenCV)

  2. python-daily python-daily Public

    One focused Python exercise every day - data engineering, ML, and LLM patterns

    Python

  3. rag-conversational-ai rag-conversational-ai Public

    RAG pipeline learning project: LangChain + LlamaIndex, FAISS vector search, Dockerized microservices

  4. sms-spam-detection sms-spam-detection Public

    SMS spam classifier using TF-IDF + Random Forest (~98% F1 on UCI SMS Spam Collection)

    Python

  5. bm25-search bm25-search Public

    A zero-dependency, fully-typed Okapi BM25 full-text search engine for Python β€” inverted index, correct BM25 ranking, JSON persistence, and a CLI.

    Python

  6. neural-fizzbuzz neural-fizzbuzz Public

    A PyTorch neural network takes the FizzBuzz interview β€” trained on binary digits of 101-1023, scores 98/100 on unseen numbers 1-100

    Python