I'm Sanika Karwa
Recent MS in AI graduate from SJSU with a passion for technology to innovate and develop scalable, efficient solutions to solve real-world problems
I am an avid learner, continuously exploring new technologies and methodologies that can improve my effectiveness as an engineer
My interest in solving problems with technology began in 2018 when I started learning programming. Since then, I have worked on a wide range of projects, gaining hands-on experience across various technologies and continuously honing my skills.
Here are some of the technologies I have worked with:
- Python
- C/C++
- R
- SQL
- HTML
- CSS
- JavaScript
- Scikit-learn
- TensorFlow
- Keras
- PyTorch
- RASA
- Transformers
- ONNX
- LangChain
- TypeScript
- React.js
- Vue.js
- Next.js
- Django
- Spring Boot
- Node.js
- MongoDB
- ChromaDB
- PostgreSQL
- MySQL
- Docker
- Kubernetes
- AWS
- Airflow
- FastAPI
- MLFlow
- PowerBI
- Git
- JIRA
- CI/CD
Harman International Pvt Ltd
ISFCR
RKDEMY E-Learning Applications
- Develop and deploy a scalable travel recommendation platform, architecting the backend using Python (Flask) for efficient data processing and integrating APIs hosted on AWS EC2 and Lambda, achieving 99.8% uptime to enhance user engagement.
- Implement full-stack interfaces with React and JavaScript to optimize user experience, incorporating real-time recommendation features with efficient data retrieval and automated data synchronization.
- Optimize data storage and retrieval using similarity search models and FAISS for high-performance recommendation processing, minimizing response times by 30%.
- Conduct end-to-end testing to ensure reliability and refine the deployment pipeline for consistent performance across different environments.
End-to-end ML Model Monitoring
Developed an end-to-end monitoring system to track and address changes in model performance
Text-to-SQL Conversion
Identified and fine-tuned existing approaches from natural language to SQL query using methods like C3SQL & DAILSQL
Abstractive Text Summarization
Fine-tuned and compared BART, Longformer and T5-small model on educational content data
2D Object Detection
Identified objects in images and further optimized the inferential capabilities
Healthcare Cost Prediction
Built a predictive model to estimate healthcare costs based on various factors and further developed PowerBI dashboard for visualization
Booking System for Appointments
Developed a backend system for appointments in different time zones ensuring efficient scheduling and notification systems
