Problem Solver
Swaroop Kumar
Areas Swaroop Kumar is Knowledgeable in:
Machine Learning, NLP, Computer Vision, Programming
Techniques Swaroop Kumar Uses:
I think deeply about the problem and try to go back to it's foundations. I try and model it mathematically where possible or run simulationd and come up with a general approach that can help solve any problem of it's type.
Swaroop Kumar's Problem Solving Skills:
- Docker
- Pandas
- Flask
- Rest API
- Generative AI
- Natural language processing
- Data augmentation
- Data preprocessing
- Deep learning
- Machine learning
- Programming
- Kubernetes
- Dashboards
- Bash scripting
- Knowledge graphs
- Computer vision
Swaroop Kumar's Problem Solving Experience:
- I developed an approach to automatic deep-learning based question answering on relational databases to derive insights from large structured data
- I came up with an approach to analyze thousands of conversations between customers and agents and derive insights such as root cause of conversations, steps taken, resolution, etc
- I developed a method to create synthetic images of biochemical molecules with real-world noise
- I developed a method to use machine learning for identification of food-borne bacteria from sensor readings of a novel nano-surface biosensor
- I developed a novel method to synthetically augment laparoscopy surgical videos with realistic blood flow simulations for surgeon and AI model training