Summary
Overview
Work History
Education
Skills
Timeline
Generic

Omkar Uttarwar

Pune

Summary

Complex problem-solver with analytical and driven mindset. Dedicated to achieving demanding development objectives according to tight schedules while producing impeccable code.

Overview

8
8
years of professional experience

Work History

Senior AI Engineer

Konverge.AI Pune
04.2024 - Current
  • Conceptualized and implemented an automated pipeline to iteratively generate data points to improve the accuracy of the fine-tuned LLM model for the question-answering task, reducing 50% of manual retraining.
  • Researched on the Invoice-processing workflow to inject LLM Agents in the loop for automating the tasks, making the workflow more efficient
  • Created different LLM agents and tools and integrated with the Emergence Orchestrator platform.

AI Engineer

04.2023 - 04.2024
  • Conceptualized a state of the art Search and Question Answering platform, leveraging LLMs and advanced RAG techniques, with 90% accuracy by driving a team of five; the platform has attracted new clients for the company
  • Created an AI Avatar web-application using LLMs and GAN techniques for a not-for-profit organization to assist job-seekers prepare for interviews, thus allowing for a vast geographical reach – Lead a team of five to develop a RAG based Question-answering web-application for any kind of documents (PDFs,CSVs, Databases etc.)

Software Engineer

02.2022 - Current
  • Initiated a natural language search engine for an AI start-up in Governance with a 92% accuracy that made it more customer friendly for the client and proved to be critical for their future revenues.
  • Developed an AI-based coaching and evaluation platform by leveraging advanced OCR and LLMs to empower aspiring entrepreneurs by providing human-like mentoring.
  • Developed a product to showcase the product capabilities of Konverge.AI that raised client engagement by 50%.

Assistant Manager

Jio Platforms Limited Remote
08.2023 - 10.2023
  • Founding member of AI-ML team at Jio and worked with cross-functional teams to create the processes for product development and liaised as the PoC (Point of Contact) between the outsourced company and our AI/ML team.
  • Developed an automated computer vision model for housekeeping compliance that reduced supervisory activity by 80% and was later approved for marketing.
  • Created the customer analytics models for restaurants to effectively manage the customers real-time, which was successfully tested, demonstrated to management and approved for marketing.
  • Trained object detection(YOLO) and tracking(Deep SORT) model to count passengers boarding a bus, helping managing the bus occupancy limit real-time.
  • The end-to-end pipeline was deployed on both cloud and edge device – Achieved accuracy of 0.92% in the anomaly detection of working appliances in smart home analytics

COEP Technological University
08.2016 - 05.2020
  • Implemented a deep learning model for Image Captioning using Convolutional Neural Networks .The model was trained on the COCO dataset.
  • Verified the relation of Fins with heat transfer by data driven Neural network methods. This project uses neural networks to confirm established relationship of heat transfer between Fins
  • The model was trained on a small neural network on the data consisting of various parameters of the heat transfer.
  • Performed tool Condition monitoring of Multi-Point Cutting Point Tool using Machine Learning Approach.

Transformer

Orphanage Home
08.2023 - Current
  • Projects – RAG Apps: Created a number of apps leveraging Generative AI and advanced RAG techniques
    TechStack:LangChain, LlamaIndex, AWS-Bedrock, HuggingFace, LangSmith, LangServe,OLLama, vLLM, LangGraph etc
  • Fine Tuning of Open-source LLMs: Fine tuned a number of open-sourced LLMs using QLoRA and LoRA PEFT techniques. Also, aligned the models using SFT, ORPO, DPO techniques
    LLMs: Mistral,Llama,Phi-3,GPT-Neo etc
  • Created end-to-end deep learning model pipeline from training to model deployment
  • From the scratch implementation of NLP & CV GANs,DeepSort,LLama,VAE,CNN, YOLO,Stable-Diffusion,RLHF etc
  • Achievements and Experiences – Contributed for the research project titled - “To review fraudulent reviews provided by the patients using GPT” – Actively contributes to OSS - DSPy, vLLM, Streamlit, etc
  • And various other ML/DL based libraries
  • Member of the organizing committee of the Founding Day Programme of Konverge.AI : (April 2023) – Konverge.AI - Initiated and led a team to commence CSR activity that focuses on providing basic needs and study materials to an, ) – Member Robotics Study Circle,COEP - Head of the Mechanical team and was part of the team that developed the All-Terrain Robot

Education

BTech - Mechanical Engineering

College of Engineering
Pune, MH
05.2020

Minor in Computer Science

College of Engineering
Pune, MH
05.2020

Skills

  • Skills Summary
  • Languages:
  • Python, C, C
  • Full Stack Development: FastAPI,Streamlit,Flask,SQLALchemy, MySQL, MongoDB, Redis,RabbitMQ, PostgresQL,Multithreading
  • Async Programming, Docker, Kubernetes, Github Actions, CI-CD, Serverless
  • Machine Learning: Numpy, Pandas, Sk-Learn, PyTorch, Spacy, NLTK, Prompt Engg,Transformers, TRL, Dspy, Tensorflow
  • OpenCV, LangChain, Llama Index, LangSmith, LangServe, Nemo Guardrails
  • Others: Git/Github, Linux/Windows/MacOS, Bash Scripting, MLOps, LLMOPs, AWS, Azure
  • ETL development
  • SQL Expertise
  • Data Modeling
  • Requirements Gathering

Timeline

Senior AI Engineer

Konverge.AI Pune
04.2024 - Current

Assistant Manager

Jio Platforms Limited Remote
08.2023 - 10.2023

Transformer

Orphanage Home
08.2023 - Current

AI Engineer

04.2023 - 04.2024

Software Engineer

02.2022 - Current

COEP Technological University
08.2016 - 05.2020

BTech - Mechanical Engineering

College of Engineering

Minor in Computer Science

College of Engineering

Similar Profiles

CREATE PROFILE
Omkar Uttarwar