Building Scalable Predictive Models & Production-Ready NLP Solutions
B.Tech Engineer in Artificial Intelligence & Data Science with a strong foundation in developing and deploying production-ready ML systems. I specialize in translating complex data challenges into robust, scalable software solutions, leveraging MLOps principles, advanced NLP techniques, and full-stack engineering discipline. Currently seeking opportunities to contribute to cutting-edge AI/ML projects in predictive analytics, conversational AI, and data engineering within Pune's thriving tech ecosystem.
- Predictive Modeling Excellence: Engineered critical infrastructure predictive maintenance solution achieving 85% Pointwise Classification Accuracy and F1-Score of 0.82 on test data (Pump Failure Detection System)
- Large-Scale NLP Systems: Built sentiment analysis models processing 100K+ data points with Macro-Average F1-Score of 0.78 for multi-class classification
- MLOps Production Readiness: Designed model architectures with automated retraining pipelines, CI/CD integration, and data drift monitoring for production deployment
- Student Community Leadership: Mentored 30+ developers across 4 project groups, delivered 8 technical workshops (Git, Android, ML fundamentals) driving practical skill application
- Industry 4.0 Prototyping: Cross-functional expertise bridging software and physical systems through advanced 3D printing (FDM/PolyJet) and CAD design
- Full-Stack Engineering Maturity: Robust foundation in TypeScript, Angular, NodeJS ensuring end-to-end solution delivery capability
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🎤 Performing Arts:
Passionate singer and dancer with active participation in inter-collegiate competitions. These experiences have sharpened my confidence, creative thinking, and ability to perform under pressure—transferable skills essential for technical presentations and stakeholder communication.
I am committed to pushing technical boundaries and believe in the power of collaboration for solving complex AI challenges. I actively seek mentorship and partnership opportunities that drive innovation.
1. Advanced MLOps & Production AI
- Implementing robust CI/CD pipelines for ML models using GitHub Actions
- Achieving 100% deployment automation with comprehensive monitoring
- Model performance tracking and automated retraining strategies
- Kubernetes and container orchestration for scalable ML systems
2. Generative AI & LLM Applications
- Large Language Models (LLMs) for domain-specific applications
- RAG (Retrieval-Augmented Generation) architecture implementation
- Fine-tuning transformer models for specialized business use cases
- Prompt engineering and LLM optimization strategies
3. Computer Vision & Edge AI
- Real-time object detection and tracking systems
- Edge deployment of ML models for IoT applications
- Custom hardware-software integration for CV projects
- Contributing to open-source CV projects (tagged 'good first issue')
4. Data Engineering at Scale
- Building robust ETL pipelines for large-scale data processing
- Real-time data streaming and processing architectures
- Data quality monitoring and governance frameworks
I'm always excited to discuss AI/ML innovations, collaborate on impactful projects, or connect with fellow tech enthusiasts!
⭐ From ankita7Patil | Crafted with ❤️, curiosity, and AI
"Transforming data into actionable intelligence, one model at a time."