---
title: "Pranav Jadhav - ML Engineer — Independent Projects & Open Source in Kolhapur | Tal"
description: "Meet Pranav Jadhav, ML Engineer · LLMOps & MLOps · LLM Evaluation Platforms · RAG · Fine-tuning · sub-50ms Inference · Open to Remote, Hybrid based in Kolhapur."
image: "https://tal.club/meet/pranav-27/share-image"
---

# Pranav Jadhav on Tal

## Headline

ML Engineer · LLMOps & MLOps · LLM Evaluation Platforms · RAG · Fine\-tuning · sub\-50ms Inference · Open to Remote, Hybrid

## About

Most companies pay $500–$5,000/month for LLM observability\. I built it from scratch\. On free GPUs\. In 4 days\. ━━━━━━━━━━━━━━━━━━━━━━ I'm Pranav — an ML Engineer who doesn't stop at the notebook\. I build production ML systems end\-to\-end: from model training and fine\-tuning to LLM evaluation pipelines, drift detection, inference optimization, and live deployment with real performance numbers\. Here's what I've shipped: → LLM\-Eval Platform — dual AI\-judge pipeline \(Phi\-3 \+ Claude API\) scoring factuality, coherence, toxicity, instruction\-following · 94% inter\-rater agreement · zero schema violations across 500\+ API calls · auto LoRA fine\-tuning on drift · 8\-service Docker Compose · HuggingFace Spaces → BERT → ONNX → INT8 — inference pipeline benchmarked across 3 precisions · p50/p95/p99 latency table · Locust 100\-user load test · cost\-per\-request on AWS ml\.m5\.xlarge · sub\-42ms p50 → DistilBERT MLOps — 92\.4% accuracy · F1 0\.924 · Feast feature store sub\-5ms retrieval · \~$3K/month compute saving at 1K req/s · Nginx canary deployment · 100\+ HuggingFace downloads → Llama\-3\-8B LoRA — DeepSpeed ZeRO\-2 on Kaggle 2×T4 · \~40% VRAM reduction · W&B public dashboard · PEFT adapters on HuggingFace Hub → RAG Pipeline — LangChain \+ Claude 3\.5 Sonnet · Hit@3: 0\.91 · MRR: 0\.87 · BM25 \+ dense hybrid retrieval · 200\-query benchmark ━━━━━━━━━━━━━━━━━━━━━━ My stack: PyTorch · HuggingFace · vLLM · FastAPI · LangChain · Anthropic Claude API · OpenAI API · Evidently AI · MLflow · DVC · Docker · GitHub Actions · AWS \(EC2, S3, Lambda, SageMaker\) · Streamlit · ONNX · TensorRT · LoRA · PEFT · DeepSpeed · W&B · DagsHub · OpenRouter · Phi\-3 · Mistral · Llama · Kimi K2\.6 ━━━━━━━━━━━━━━━━━━━━━━ Currently open to: → ML Engineer · LLMOps Engineer · MLOps Engineer · GenAI Engineer → Remote\-first · India · Hybrid · Relocation → Full\-time · Internship · Contract Everything I build is open source: 🔗 github\.com/shreecloud\-ai 🤗 huggingface\.co/shreecloud 📊 Public W&B dashboards · DagsHub MLflow · Medium articles If you're building something in the LLM eval, inference optimization, or MLOps space — let's talk\. pranav\.shree96@gmail\.com

## Location

Kolhapur

## Work experience

ML Engineer — Independent Projects & Open Source at Self\-Employed, Sep 2025 \- Present · 10 mos, Remote, Building production\-grade ML systems end\-to\-end — LLM evaluation platforms, inference optimization pipelines, RAG systems, and distributed fine\-tuning infrastructure\. All projects deployed, benchmarked, and open\-sourced\. Key deliverables: • LLM\-Eval Platform — dual AI\-judge pipeline, 4\-model benchmark, auto LoRA fine\-tuning trigger, 8\-service Docker Compose, Evidently AI drift detection, HuggingFace Spaces deployment • BERT→ONNX→INT8 Benchmark — FP32/FP16/INT8 latency table, Locust 100\-user load test, cost\-per\-request on AWS ml\.m5\.xlarge, sub\-42ms p50 • DistilBERT MLOps — 92\.4% accuracy, Feast feature store, Nginx canary, 100\+ HuggingFace downloads • Llama\-3\-8B LoRA — DeepSpeed ZeRO\-2, Kaggle 2×T4, \~40% VRAM reduction, W&B public • RAG Assistant — LangChain \+ Claude API, Hit@3: 0\.91, MRR: 0\.87, hybrid BM25 \+ dense retrieval Stack: PyTorch · HuggingFace · vLLM · FastAPI · LangChain · Anthropic Claude API · Evidently AI · MLflow · Docker · AWS · ONNX · TensorRT · LoRA · PEFT · DeepSpeed · W&B

## Education

Master of Computer Applications \- MCA, Computer and Information Sciences and Support Services, DY Patil Technical Campus,Talsande\(Autonomous\)

Bca, Business Administration and Management, General, shivaji university, kolhapur

[View the original profile](https://tal.club/meet/pranav-27)

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