Devendra's Resume

Education

Course	Institute	Year	Result
BTech in CSE	RKGIT, Ghaziabad	2010	75%
MTech in CSE	IIT Bombay	2018	CGPA - 8

TCS Research, Pune

Extracting Sequence Diagrams from Court Judgements

Sequence Diagram is a knowledge representation and our project deals with extraction of this knowledge. This Knowledge Extraction is a step ahead than more traditional Information Extraction which deals with extraction of entities, relations and events. Here, not only the information is being extracted but it is also processed/analyzed further to populate a knowledge representation(sequence diagram)
Extracted Entities and Relations via Sequence labeling task using Conditional Random Fields(CRF). Created baseline model for Events extraction using FrameNet and WordNet

Credit Defaulter Prediction
- Aim was to classify customers who are likely to default on payments, which helps in minimizing losses
- Applied various Machine Learning models like - KNN Classifier, SVC, Decision Trees, Neural Network
Voice Sentiment Analyzer
- Designed a multimodal model to detect sentiment from audio files using OpenEAR features for speech and word embeddings for speech-converted text