Not ur avg ^ ML & Software Engineer. Crafting AI Solutions one problem at a time

Turning Ideas into Intelligent Reality

Generative AI Machine Learning Agents MLOps Full Stack DevOps Quantitative Developer

subham_thirani:$|

~ Technical Proficiency ~

$ cd ~/skills

$ cat ml_ai.md

## Machine Learning & AI
- Large Language Models & GenAI
  - LangChain, LangGraph, Llama Stack
  - Fine-tuning & Prompt Engineering
  - Vector Databases & Embeddings
  - Agents & Tool Integration
- Deep Learning & Neural Networks
- Computer Vision & NLP
- Transformer Models
- ML System Design & MLOps
- Statistical & Time Series Analysis
- Graph Analytics (Knowledge Graphs, GNNs)

$ cat data_science.md

## Data Science & Analytics
- Data Pre-processing & Feature Engineering
- Dimensionality Reduction
- Regression & Classification
- Boosting Decision Trees
- Clustering & Optimization
- Statistical Analysis
- Time Series Forecasting

$ cat development.md

## Development
- Full Stack Development
  - FastAPI, Spring Boot, Flask
  - Angular, React
  - HTML5, CSS, Bootstrap4
  - Node.js
- Databases
  - MySQL, MongoDB
  - Elasticsearch
  - Neo4j
- ML Frameworks
  - TensorFlow
  - PyTorch
  - Hugging Face

$ cat devops.md

## DevOps & MLOps
- Cloud & Infrastructure
  - AWS ML
  - Docker, Kubernetes
  - Terraform, Ansible
- ML Pipeline Tools
  - MLflow
  - DVC
  - BentoML
  - DagsHub
- Monitoring & Deployment
  - Prometheus
  - Grafana
  - Nginx

$ cat languages.md

## Programming Languages
- Python
- Java
- JavaScript
- SQL
- Dart
- Shell Scripting

$ cat hardware.md

## Hardware
- Arduino
- Raspberry Pi
- Sensor Modules
- IoT Integration

$ cd ~

subham_thirani:$|

~ About Me ~
              
$ imgcat assets/subhamThiraniImage.jpeg


Passionate Machine Learning Engineer, GenAI Developer, and Lead Software Developer with expertise in crafting innovative AI solutions. 
I am Subham Thirani, a results-driven professional revolutionizing the tech landscape through AI-powered innovations and robust 
software architecture. As a Technical and Algorithmic Trader with a keen interest in quantitative analysis, I combine financial 
acumen with cutting-edge technology.

I specialize in developing end-to-end ML/AI solutions, from research and prototyping to production deployment. My expertise spans 
across Large Language Models, MLOps, Deep Learning, and Full Stack Development. I'm particularly focused on leveraging Generative 
AI and advanced ML techniques to solve complex business challenges.

With a proven track record at Apple, I've led the development of sophisticated AI applications, ML pipelines, and automation solutions. 
My approach combines deep technical expertise with strategic thinking, whether it's fine-tuning LLMs for specific use cases, building 
robust ML pipelines, or architecting scalable AI systems.

~ Professional Journey ~
              
$ cd ~/professional_experience

$ cat apple_achievements.md

## Project Lead Engineer, Apple COE (Wipro)

# AI/ML Innovations
- Developed and deployed machine learning solution using Random Forest to detect traffic scripters, reducing server load by 40%
- Designed sophisticated chatbot using LLMs (Mistral, Gemma) for Apple's performance dashboard
- Fine-tuned large language models for Apple-specific tasks, enhancing contextual accuracy
- Created automated information extraction system from Apple showroom leases using advanced NLP
- Implemented ML-based anomaly detection for server performance monitoring
- Developed AI-driven applications using Apple's proprietary GenAI libraries

# Infrastructure & MLOps
- Streamlined server allocation for 100+ apps on AWS, reducing manual infrastructure management by 80%
- Established end-to-end MLOps pipelines for model training and deployment
- Built automated AWS infrastructure for Apple online store launches
- Led migration from On-prem to AWS, achieving 90% reduction in manual processes
- Implemented controller client architecture for Load Testing using AWS CloudFormation
- Reduced operational costs by 60-70% through intelligent resource optimization
- Automated critical monitoring and alerting systems

# Development Leadership
- Led cross-functional teams in ML projects and NPI launches
- Managed full-stack development of internal tools for iPhone and Mac launches
- Created automated QA processes with ML-powered testing
- Developed comprehensive analytics dashboards using Angular and Spring Boot
- Implemented real-time data processing pipelines
- Reduced manual work by 80% through intelligent automation
- Successfully delivered multiple high-impact ML projects

$ cd ~

subham_thirani:$|

~ Featured Projects ~

$ cd ~/projects
$ cat personal_projects.md

## Independent Projects & Research

# Gen AI/ML Solutions
- AI-Powered Codebase Insight and Analysis Platform
  - Built intelligent codebase analyzer using LangChain and LangGraph
  - Implemented automated API mapping, framework detection, 
    and DB operation analysis
  - Created interactive architecture visualization
  - Integrated with Groq API for high-performance LLM inference

- No Code Task Specific LLM Model Fine-Tuning Platform
  - Built automated system to fine-tune models 
    by specifying Hugging Face model IDs
  - Specify tasks (classification, QA, etc.)
    and datasets(also mapping for classification) in UI
  - Developed parameterized cross-validation f
    or learning rate and epochs
  - Streamlined dataset preprocessing to optimize experimentation
  - Comparative performance visualization to assess 
    pre- and post-fine-tuning results effectively
              
- Advanced RAG QA Chatbot
  - Developed context-aware question-answering system
  - Implemented conversation history tracking
  - Created dynamic response generation system
  - Optimized for information retrieval accuracy

- Multi-Layer Research Assistant
  - Built comprehensive research tool with query expansion
  - Integrated document and web processing
  - Implemented content extraction and summarization
  - Utilized advanced LLM capabilities

- Lung Function Analysis System
  - Created ML-powered medical diagnostics
  - Implemented signal processing pipeline
  - Built real-time analysis system
  - Developed medical data visualization

# Financial Technology
- Black-Scholes Option Calculator
  - Developed interactive pricing tool
  - Created volatility visualization system
  - Built real-time market data integration
  - Implemented risk analysis features

- Markowitz Portfolio Optimizer
  - Built portfolio optimization engine
  - Implemented risk-return analysis
  - Created interactive visualization dashboard
  - Integrated multiple index support

- CAPM Analysis Tool
  - Developed comprehensive stock analysis system
  - Implemented advanced financial metrics
  - Created performance visualization tools
  - Built portfolio risk assessment

- Algorithmic Trading Suite
  - Developed ML-based trading strategies
  - Implemented technical analysis tools
  - Created backtesting framework
  - Built risk management system

# Innovation Projects

- IRIS Controlled Wheelchair
  - Built innovative control system
  - Implemented gesture recognition
  - Created emergency response system
  - Developed precise motion control

- Project Epione
  - Developed 3D gesture recognition
  - Implemented medical data analysis
  - Created integrated health monitoring
  - Built secure data management system

- Smart Car Infotainment
  - Created AI-powered driver assistance
  - Implemented attention monitoring
  - Built automated mirror adjustment
  - Developed parking assistance system

- Log Ingestor System
  - Created efficient log processing system
  - Implemented full-text search capabilities
  - Built field-specific filtering system
  - Integrated with Elasticsearch

- Smart Agriculture
  - Designed to help farmers automate basic tasks and monitor crop growth parameters.

$ cd ~

subham_thirani:$|

~ Academic Timeline ~

$ cd ~/education

$ cat certifications.md

## Professional Certifications
- AWS Certified AI/Machine Learning Practitioner
- LangChain Academy Introduction to LangGraph

$ cat btech.md

## Bachelor of Technology (Electronics and Communication) [VIT, Vellore - 2020]
- CGPA: 8.72/10

$ cat class_xii.md

## Class XII [CBSE - Maheshwari Public School, Kota]
- Score: 8/10

$ cat class_x.md

## Class X [ICSE - M.C. Kejriwal Vidyapeeth]
- Score: 9.26/10

$ cd ~

subham_thirani:$|

        
~ Contact Me ~
> Let's collaborate on innovative AI solutions! 

# Got something to discuss? Ping me.
$ ping subham_thirani

# Call me
$ dial +91 9487559305

# Email me
$ sendmail -t "subhamthirani@gmail.com" -s "Subject: Let's Innovate Together" -m "Hey, I'm interested in collaborating on AI solutions!"

# Connect on LinkedIn
$ open https://www.linkedin.com/in/subham-thirani-0aba8b157

# Follow on GitHub
$ git clone https://github.com/underthehooditsme

# Looking forward to creating intelligent solutions together!