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iteachmachines/README.md

Hi, I'm Priyam πŸ‘‹

AI Scientist @ XO Health Β· Top 1% Kaggle Expert
I build multi-agent systems, RAG pipelines, and computer-vision models, and take them all the way to production.


πŸ‘¨β€πŸ’» About Me

  • πŸ€– Building agentic AI, retrieval-augmented generation, and computer-vision systems
  • ☁️ 4+ years shipping ML to production on AWS, Azure, and GCP
  • πŸ† Top 1% Kaggle Expert worldwide
  • πŸŽ“ Mentored 60k+ learners
  • ✍️ I write about new developments in the tech industry
  • πŸ§ͺ In my free time I build toy projects with whatever technology catches my interest

πŸ’Ό Experience

Role Company Period Highlights
AI Scientist XO Health Inc. Sep 2025 – Present AI data-extraction and automation on GPT-4 and Claude; ETL workflows saving hundreds of manual hours a month
Data Scientist Korn Ferry Sep 2023 – Sep 2025 RAG pipelines on Pinecone and GPT-4o; MCP-integrated autonomous recruiter agents; ML observability
Data Scientist Gravitas.ai May 2022 – Sep 2023 Conversational agents (Lex, LangChain) for 10k+ daily users; CI/CD that cut release cycles by 50%
Data Scientist NEXTGEN Innovation Labs Oct 2021 – Apr 2022 YOLOv5 and Mask R-CNN models at 92% mAP; MLOps, MongoDB, and BigQuery integration

πŸš€ Selected Work

Project What it does Impact
🧠 MCP Recruiter Agents Multi-agent system (AutoGen + MCP) for resume parsing, candidate enrichment, and recruiter Q&A 25% lower recruitment MTTR
πŸ“š Enterprise RAG Pipeline Scalable RAG with Pinecone, Weaviate, LlamaIndex, and BGE embeddings +35% document Q&A accuracy
πŸ¦™ Llama 3 QLoRA Fine-tune Instruction-tuned Llama 3 8B for a compliance use case 40% fewer hallucinations
🧾 Document Extraction OCR + GPT-4/Claude for invoices and claims 80% efficiency gain
πŸ“ˆ Financial Research Agent Swarm Planner, Researcher, Editor, and Critic agents writing cited market reports Fully autonomous workflow
🏭 Defect Detection at Scale YOLOv5 and Mask R-CNN on AWS EC2 1,000+ parallel inference jobs

More toy and side projects (HFT price predictor, zero-shot classifier, lane detection, churn API) are in my repositories.

πŸ› οΈ Tech Stack

Generative AI & LLMs
AutoGen LangChain LlamaIndex Hugging Face OpenAI Anthropic Pinecone

ML & Computer Vision
Python PyTorch TensorFlow scikit-learn XGBoost OpenCV

Cloud, MLOps & Data
AWS Azure GCP Docker Kubernetes Terraform MLflow Airflow Spark Kafka

πŸŽ“ Certifications

  • AWS Certified Machine Learning – Specialty
  • TensorFlow Developer Certificate
  • Certified Kubernetes Application Developer (CKAD)

πŸ“Š GitHub Stats

πŸ“« Let's Connect

Open to opportunities in agentic AI, retrieval, and computer vision. Email is the quickest way to reach me: priyamkakati46@gmail.com

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