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Vargha-Kh/README.md

Vargha Khallokhi

AI Researcher

Personal Profile

I am a dedicated AI researcher with over 5 years of professional experience, primarily focused on machine vision, computer vision, NLP and speech recognition. My expertise lies in developing cutting-edge solutions for industrial monitoring, image processing, and object detection and Speech recongion pipelines while also delving into innovative research in large language models (LLMs) and LLM agents.

I am deeply passionate about LLM development and research, with a keen interest in creating intelligent systems for document retrieval, conversational AI, and agentic designs. My hands-on experience spans computer vision, speech recognition, NLP, and generative AI, where I have implemented advanced frameworks and methodologies to solve complex challenges. I thrive in fast-paced, research-intensive environments, entrepreneurship spirit and am eager to contribute to start-up and impactful projects in AI technology.


Work Experience

LLM Engineer

Experiential Life Center | Sep 2024 – Present

  • Built large language model systems for user engagement and operations.
  • Designed RAG (Retrieval-Augmented Generation) pipelines for question-answering and recommendation systems.
  • Developed patient referral matchmaking systems using AI-driven agentic approaches.

AI Engineer

Luxi.Ai | Feb 2024 – Present

  • Developed computer vision models for object detection, segmentation, classification, and image retrieval.
  • Developed image-retrieval pipelines for industrial and commercial use cases.

LLM Agent Engineer

AgentCo | Jan 2024 – Aug 2024

  • Researched agent-based LLMs for advanced planning and task management solutions.

Co-Founder & CTO

AI Land | Jul 2022 – Nov 2023

  • Founded a company providing AI services and products, such as Bread Counter, an object detection-based algorithm for monitoring bakery production.
  • Developed scalable solutions and led innovative projects in computer vision.

AI Tech Lead

Virasad | Sep 2021 – Aug 2022

  • Led a team providing machine vision services in industrial monitoring, optimization, and image processing.
  • Specialized in classic feature extraction methods (SIFT, BRISK, ORB) and DNN-based algorithms, including YOLO, Mask R-CNN, and U-Net for object detection, segmentation, and anomaly detection.
  • Implemented Agile and Scrum methodologies to enhance collaboration and deliverables.

AI Researcher

SYMO | Dec 2019 – Jan 2022

  • Conducted research and development in computer vision and generative models, focusing on classification and object detection tasks using CNNs and GANs.
  • Built and fine-tuned models for company-specific datasets, including web crawling and data cleaning.
  • Contributed to model deployment and performance optimization for various applications.

Projects

Langchain Model for QA and Document Retrieval

GitHub Repository

  • Developed a toolkit that demonstrates how to use different language models for question-answering (QA) and document retrieval tasks using Langchain. The script utilizes various language models, including OpenAI's GPT and Ollama open-source LLM models, to provide answers to user queries based on the provided documents.

FitFusion

GitHub Repository

  • Built an AI-powered multi-agent system for generating personalized 7-day diet and workout plans based on user inputs like age, gender, and lifestyle habits.
  • Utilized LangChain, PhiData, and Weaviate for a dynamic agentic RAG design.

Gooya

Project Repository

  • Developed a Persian automatic speech recognition system trained on over 300 hours of data.
  • Designed a custom architecture achieving state-of-the-art performance in Persian ASR tasks.

Communicative-Agents

GitHub Repository

  • Created a conversational agent capable of simulating human-like dialogue behaviors for virtual assistants and chatbots.
  • Integrated use cases for customer service and interactive conversational AI systems.

CRNN Pytorch Plate Recognition

GitHub Repository

  • Built a license plate recognition model with PyTorch Lightning, including dataset preparation and model training.

Deep Utils

GitHub Repository

  • Contributed in a toolkit to simplify deep learning workflows and reduce coding overhead for frequent tasks.

X-ray Chest COVID Detection Using Active Learning

GitHub Repository

  • Achieved 99% accuracy in COVID detection by training classifiers using active learning on X-ray datasets in PyTorch and TensorFlow.

Bread Counter

GitHub Repository

  • Developed an algorithm for real-time dough tracking in bakeries using YOLO-based object detection.

NLP Paraphrasing Tool

Project Website | GitHub Repository

  • Designed a paraphrasing tool with multiple grammar and style modes for NLP applications.

Fer Emotion Recognition Using VIT

GitHub Repository

  • Trained emotion recognition models using transformers and ResNet backbones, overcoming challenges of imbalanced datasets.

Skills

  • Programming & Tools: Python, PyTorch, LangChain, LangGraph, Transformers, Phidata, TensorFlow, OpenCV
  • Deep Learning: Generative AI, LLMs, CNNs, Transformers, GANs, Agents, Diffusion Models
  • Fields of Expertise: Computer Vision, NLP, LLM-Agents, Speech Recognition, Machine Vision, Data Science
  • Project Management: Agile, Scrum, Team Leadership

Contact Me

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  1. Langchain-RAG-DevelopmentKit Langchain-RAG-DevelopmentKit Public

    Langchain Models for RAGs and Agents

    Python 48 5

  2. FitAgent FitAgent Public

    AI-powered application that generates personalized 7-day diet and workout plans based on user inputs such as age, gender, fitness goals, dietary preferences, and lifestyle habits.

    Python 3 1

  3. Communicative-Agents Communicative-Agents Public

    The Generative Agent is a component designed for simulating human-like conversational behaviors within a computational framework. It forms a crucial part of systems aimed at modeling and understand…

    Python 1

  4. crnn-pytorch crnn-pytorch Public

    Forked from pooya-mohammadi/crnn-pytorch

    pytorch implementation of crnn. A sample training of license plate is provided.

    Python 5

  5. Covid-19-detection Covid-19-detection Public

    Forked from pooya-mohammadi/Covid-19-detection

    This repository serves as a hub for resources, code, and explanations related to COVID-19 detection leveraging active learning. Active learning, a powerful machine learning paradigm, plays a pivota…

    Python 3

  6. deep_utils deep_utils Public

    Forked from pooya-mohammadi/deep_utils

    Python 7