Shivam Gulati

About Shivam Gulati

Data Scientist with 7 years of experience. Passionate about the field of Artificial Intelligence, I have a strong background in predictive modelling using various machine learning and deep learning models. My expertise lies in leveraging cutting-edge NLP techniques and performing text analytics to solve complex problems.

Experience

1. Senior Data Scientist

   FIS

   Jan 2022 — Present · Gurugram, IN

   Trained and deployed predictive models using machine learning (XGBoost) and deep learning (CNN,RNN, LSTM) architecture, NLP, and Python.\\\\n\\\\nSuccessfully built a Gender Prediction model using applicant first names (unstructured data, utilizing NLP techniques (cleaning, pre-processing, vectorizing, embeddings) to process applicants data for modelling.\\\\n\\\\nDeveloped an Attrition Prediction Model (classification) to proactively identify factors contributing to employee attrition.\\\\n\\\\nCreated a Clustering Model (transformers, BERT, Kmeans) based to mitigate bias in the recruiting process and ensure fair selection.\\\\n\\\\nImplemented a model for categorizing and clustering unstructured business justifications using BERTopic GPT-2 and transformers architecture, optimizing job requisitions and reducing manual effort.\\\\n\\\\nProficient in deploying models on cloud platforms such as Azure (Datafactory, Databricks and AWS (SageMaker EC2), integrating them with various tools, and establishing streamlined data pipelines.\\\\n\\\\nConducted sentiment analysis on social media posts (RNN, LSTM) to gain insights into employee sentiment and improve engagement strategies.\\\\n\\\\nExpertise in managing contractual employee attrition, employing strategies to enhance retention and minimize turnover.\\\\n \\\\n\\\\n \\\\n \\\\n\\\\n \\\\n

Education

• ITM University, Gurgaon

  Bachelor of Technology - BTech, Computer Science

  2010 — 2014