Sanket Sonu

Optimising & data processing before building a custom classification model for data quality. Used Data Engineering concepts for processing unstructured RAW text data & performed Annotation. Designed & improved complex custom models on top of pre-trained models using BERT & LSTM and performed A/B testing. Data Mining, problem-solving & attention to detail. Development of NER (Named Entity Recognition), Coreference Resolution, & Relation Extraction for articles using SpaCy & BERT models on real world data like tourism, articles, & user’s feedback. Delivering data-driven actionable insights using Knowledge Graph & research on NLP techniques. Design, deliver, document, and presentation of user-friendly dashboards and reports.

Performed Machine Learning methodologies to utilise game data for player ranking system (matchmaking of online players using rank and in-game behaviour), functionality, and rewards system. Performed EDA and Segmented data by creating Clusters using the K-Means algorithm. Classified player’s feedback using Machine and Deep Learning Classification models like – Random Forest, XGBoost, Naïve Bayes, LSTM, CNN, & Transformers to improve the gaming experience. Verbal communication with business stakeholders & clearly and concisely explained advanced & complex analytical findings to non-analytical peers and business leaders.

Development of advanced Machine Learning techniques to utilise game data for player ranking system (matchmaking of online players using rank and in-game behaviour). Classified player’s feedback and chats using Machine and Deep Learning Classification models & Applied NLP & worked closely with the Software Engineering team to create Chat Filters. Processing the raw data using Data Engineering Concepts. Performed Annotation, Model Selection, and A/B testing. Applied analytical skills & knowledge transfer for data management. Continually research new methods and technologies in the insights and analytics space, including AI and Machine Learning tools and techniques. Diagnosed and restructured existing or new game designs by recommending unique, creative, and innovative ideas by collaborating as a CO-DEV.

Performed automation testing to check the functionality of games using Python scripting on platforms like PlayStation and Xbox, following compliance to enhance performance and reported bugs in Jira. Re-designed many test cases to hit on the critical bugs and improved the end-user experience.