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saikiran6694/README.md

Hi, I'm Saikiran 👋

Software Engineer · GenAI Developer · Distributed Systems

MSc Computer Science @ Memorial University of Newfoundland, Canada 🍁
Previously Software Engineer @ Techolution · Presented at New York AI Summit 2023 · Published in IEEE


About Me

I build production-grade AI-powered systems end-to-end — from Kafka-backed ingestion pipelines and vector search to user-facing APIs and interfaces. I care about systems that are fast, observable, and built to scale.

  • 🔭 Currently building a distributed RAG pipeline with Kafka + Qdrant + OpenTelemetry
  • 🏥 Developing a YAML-driven clinical data platform and contract/invoice generation pipeline @ CAIR
  • 🤖 Built AI SaaS platforms processing enterprise data at scale (100K concurrent users)
  • 📄 First-author IEEE publication on deep learning-based product classification

Tech Stack

AI & ML

Python PyTorch LangChain OpenAI HuggingFace Scikit-learn

Distributed Systems & Infrastructure

Apache Kafka Docker GitHub Actions Prometheus OpenTelemetry AWS GCP

Backend

FastAPI Django Node.js Express

Databases & Vector Search

PostgreSQL Qdrant MongoDB MySQL BigQuery Azure Data Lake

Frontend

TypeScript React Next.js Redux TailwindCSS


Featured Projects

Production-grade distributed RAG system built from scratch. Kafka (4-partition) routes documents through parallel PDF/HTML workers → adaptive chunker (fixed/semantic/hierarchical) → swappable embeddings (HuggingFace / OpenAI / Ollama) → Qdrant vector store + PostgreSQL metadata. Fully instrumented with OpenTelemetry + Jaeger tracing and Prometheus metrics. CI/CD via GitHub Actions with Docker Compose integration tests on every commit.

Python FastAPI Kafka Qdrant PostgreSQL OpenTelemetry Prometheus Docker GitHub Actions


ML-driven system that predicts invocation patterns and triggers pre-warming before demand spikes — achieving an 83% reduction in cold start frequency. Real-time metrics pipeline with adaptive thresholding feeds live system signals into the prediction engine.

Python Scikit-learn AWS Lambda Real-time Metrics


Full-stack AI platform extracting, classifying, and structuring financial transactions from unstructured documents — cutting manual data entry by 70%. Extraction and classification pipelines normalise raw documents into analytics-ready data.

Next.js FastAPI LLMs Document AI PostgreSQL


Cloud-native file management platform with secure authentication, role-based access, and usage analytics. Optimised UX flows lifted onboarding conversion by 40%.

Next.js Appwrite TypeScript TailwindCSS


Experience Highlights

🏥 CAIR, MUN YAML-driven form builder · auto-generates Django models, REST APIs, UI forms · Contract & Invoice generation pipeline
🤖 Techolution CDN-powered AI chatbot (100K concurrent / 250K peak) · Micro frontend ETL platform · AI SaaS @ NY AI Summit 2023 · CoPilot (60% accuracy boost)

Connect

Email

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  1. path_visualiser path_visualiser Public

    Path Visualiser: Developed to make the user understand different types of shortest path calculating graph based algorithms.

    JavaScript

  2. Product_Classification Product_Classification Public

    This is my Final Year Major Project. The idea behind this project is to develop a deep learning model for sentimental analysis of the users emotion toward the product and provide insight to design …

    Jupyter Notebook 4

  3. storage-management-app storage-management-app Public

    A storage management and file sharing platform that lets users effortlessly upload, organize, and share files. Built with the latest Next.js 15 and the Appwrite Node SDK, utilizing advanced feature…

    TypeScript 1

  4. arthium-finance arthium-finance Public

    🤖 AI-powered finance platform with receipt scanning, analytics, and automated reports

    TypeScript

  5. serverless_cold_start serverless_cold_start Public

    A machine learning pipeline for predicting and mitigating cold starts in serverless cloud computing environments using the Huawei Public Cloud Trace 2025 dataset.

    Python

  6. sql-injection-detection-attacks sql-injection-detection-attacks Public

    Python