Himanshu Kumar
@himanshukumar
Senior Data Scientist at One97 Communications Pvt Ltd (Paytm)
Delhi NCR
Experienced Data Scientist with a strong background in developing Machine Learning solutions from scratch, leveraging Python as primary coding language and Pyspark as primary tool to manage big data. While my main expertise lies in natural language processing, I also have demonstrated experience in other areas of machine learning, such as Computer Vision, traditional ML modeling in the fintech sector etc.
Experience
Senior Data Scientist | Risk & Fraud
One97 Communications Pvt Ltd (Paytm)
Developed a predictive risk assessment model using XGBoost for Paytm's Cancellation Protect insurance product. Engineered a collections optimization model utilizing a two-tower neural network architecture. Implemented a base allocation strategy to assign credit cards to customers using linear optimization.
Data Scientist | Products
Human Data Systems Pvt Ltd (Kalagato)
Developed multiple multi-class classification models using XGBoost to classify user reviews. Established streamlined data pipelines and real-time dashboards using Tableau and MySQL. Created dashboards with Grafana to automate extraction of key metrics for mobile application portfolios.
Software Engineer | Products
Smartek21 Pvt Ltd
Developed a classification model using XGBoost to identify action items from meeting transcripts. Developed a semantic search engine for querying internal organizational documents leveraging ElasticSearch and BERT embeddings.
Data Scientist | xLABS
Virtusa Consulting Services x Clarivate Analytics
Developed a multi-class classification model using Random Forest to categorize customer reviews. Developed a cost-efficient translation memory system using BERT embeddings. Developed an NER model to identify transaction-related entities from documents using Stanford NER and OCR.
Education
IIT Delhi
Bachelor of Technology
Licenses & Certifications
Structuring Machine Learning Projects
Coursera – deeplearning.ai
Convolutional Neural Networks
Coursera – deeplearning.ai
Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization
Coursera – deeplearning.ai
Neural Networks and Deep Learning
Coursera – deeplearning.ai
Sequence Models
Coursera – deeplearning.ai