$ whoami
Dhyey Findoriya
Machine Learning Enthusiast
$ skills
PythonGitLangChainDockerNode.jsLLMAgent developmentMCP
Projects
Github-MCP: Conversational GitHub Explorer
Built a natural language interface leveraging the Model Context Protocol (MCP) to explore GitHub repositories conversationally.
Key Achievements:
- Integrated 3+ OpenRouter-backed LLMs to process queries related to commits, issues, pull requests, branches, and file trees.
- Devised a conversational interface enabling repository exploration 35% faster than manual search.
- Automated retrieval of 50+ repository metrics, improving metadata access time by 40%.
- Enhanced engineering workflows by eliminating manual API calls and integrating structured data access into dev pipelines.
LangChainOpenRouterLLMsGitHub REST APIPython
ShieldNet: Network Intrusion Detection
Developed a modular ML pipeline to detect threats in the ISCXIDS2012 dataset.
Key Achievements:
- Architectured the system using Python, Scikit-learn, and Shell scripting with clear GitHub documentation.
- Benchmarked 15+ classifiers (Random Forest, SVM, XGBoost) across 6 days of traffic data.
- Achieved AUC > 0.95 on top models, demonstrating strong detection performance.
- Integrated Google Sheets for real-time logging and ensured reproducibility via parameterized scripts.
PythonScikit-learnXGBoostShell ScriptGoogle Sheets API
ChatPDF using RAG
Document-based chatbot that leverages Retrieval-Augmented Generation to extract insights from PDFs.
Key Achievements:
- Built using LangChain, Gemini-Pro LLM, FAISS vector DB, and Streamlit.
- Enabled users to interactively search and extract key insights from unstructured documents.
- Accelerated data extraction workflows by approximately 60 minutes per document.
- Streamlined PDF-based querying using an intuitive frontend and vector search.
LangChainGemini-ProFAISSRAGStreamlit
Education
Indian Institute of Technology Jodhpur, Jodhpur
Oct 2022 – May 2026
B.Tech in Electronics and Electrical Engineering
GPA: 7.85
Dholakiya Public School, Rajkot
May 2020 – June 2022
Higher Secondary Certificate
81%
Masoom School, Rajkot
May 2019 – April 2020
Secondary Education Certificate
91%
Impact & Achievements
Machine Learning Model Performance
Intrusion Detection Models
- • Achieved 94% accuracy on the ISCXIDS2012 dataset
- • Reached AUC > 0.95 with top models like Random Forest & XGBoost
- • Benchmarked and analyzed over 15 different classifiers
LLM & RAG Systems
- • Deployed 3+ LLMs for natural language repository interaction
- • Built a RAG-based chatbot with LangChain, Gemini-Pro, and FAISS
- • Analyzed over 20K+ WAF log entries for threat detection
Project Impact & Efficiency
Developer Productivity
- • Reduced code search time by 60% with an LLM-driven tool
- • Accelerated repository exploration by 35% using conversational queries
- • Improved metadata access time by 40% through metric automation
Workflow Automation
- • Saved ~60 minutes per document in data extraction workflows
- • Automated the retrieval of over 50 repository metrics
- • Enhanced team communication by 30% via a collaborative chatbot
Open Source & Community Impact
Open Source Contributions
- • Merged a pull request into the official Scikit-learn library
- • Contributed to core ML libraries like Hugging Face and Optuna
- • Active contributor to the CrewAI multi-agent framework
Leadership & Initiative
- • Support Team Member for the IIT Jodhpur Placement Cell
- • Public Relation Assistant Head for Prometeo, IIT Jodhpur's tech fest
- • Emphasized reproducibility with parameterized scripts & documentation
$ contact --info
Let's Connect
$ location --current
Jodhpur, Rajasthan, India
$ contact --email
b22ee024@iitj.ac.in$ cat resume.pdf
Download Resume$ ls ./social-links