CV
Vinay Kumar
Passionate Computer Science and Design student specializing in Data Science and Agentic AI.
About Me
As a Computer Science and Design student at RGIPT, I am deeply passionate about Data Science and Agentic AI. My expertise encompasses Data Analysis and Machine Learning, with a focus on applying Agentic AI to real-world challenges. Additionally, I possess practical experience leveraging AWS cloud services.
Education
Rajiv Gandhi Institute of Petroleum Technology (RGIPT)
Bachelor of Technology - B.Tech, Computer Science
CGPA: 8.16
November 2022 - June 2026
DAV Centenary Public School - India
Percentage: 90%
April 2020 - April 2022
Top Skills
Python
Proficient in Python for data analysis, machine learning, and AI development.
Machine Learning
Experienced in various machine learning algorithms, model training, and application development.
LangGraph
Skilled in designing and implementing complex AI agent workflows with LangGraph.
N8N
Adept at building and automating workflows for data integration and task management using N8N.
AWS
Practical experience with AWS cloud services for deploying and managing AI/ML solutions.
Docker
Proficient in Docker for containerization, orchestration, and deployment of applications.
Experience: Steps AI
Machine Learning Intern (04/2025-07/2025)
At Steps AI, I gained practical experience by developing and testing advanced AI agents and workflows. A key project involved building a knowledge base and RAG Chatbot for Coal India, which included extensive web scraping to gather necessary data. This role significantly enhanced my skills in real-world AI application.
Experience: IITRAM Research
I worked as a Research Intern at IITRAM from 06/2024 to 08/2024. My research focused on Autonomous Intersection Management. I used Reinforcement Learning algorithms like PPO and A2C for this project.
RESEARCH Contributions
1
Agent Development
Designed and implemented robust reinforcement learning agents.
2
Traffic Simulation
Conducted detailed traffic simulations utilizing SUMO software.
3
Performance Impact
Achieved an 84% reduction in collisions and a 20% increase in the speed of autonomous cars.
Publication
I published a research paper focusing on advanced AI applications.
Optimizing Autonomous Intersection Control Using Single Agent Reinforcement Learning
This work enhances traffic efficiency through AI-driven control.
Featured Projects
Explore a selection of my key projects, showcasing expertise in AI, machine learning, and data automation across diverse applications.
GitSpeak
GitSpeak is a Streamlit-based chatbot for querying GitHub codebases. Powered by AWS Bedrock and Langchain, it supports multiple file types (Python, Jupyter, C, C++, JS) for technical questions, offering multi-chat, deletion, and editing functionalities with answers derived from code snippets.
N8N Recruitment Agent
This AI-driven project streamlines hiring by extracting and scoring resumes from a database. Recruiters use a web interface to select top candidates, triggering automated personalized emails to both recruiters and candidates via n8n workflows.
Fine Tuning LLM
This project fine-tunes the LLaMA 2 7B Chat model using QLoRA (rank 64, scaling factor 16) on the mlabonne/guanaco-llama2-1k dataset. It leverages 4-bit precision with NF4 for resource-efficient training, resulting in a customized conversational AI model named Llama-2-7b-chat-finetune.
StoreNotify360
This AWS-based architecture sends timely notifications to users entering a specific store radius, alerting them to available sales and promotions.
Let's Connect
Thank you for taking the time to explore my portfolio.
I am always eager to discuss innovative projects in AI, Machine learning, and Automation with Agents. Please feel free to reach out to connect or explore potential collaborations.
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