Manager Data Science - AI/ML, Team Leading
UnitedHealth Group
- Bangalore, Karnataka
- Permanent
- Full-time
- Lead and manage a team of data scientists, providing guidance, mentorship, and technical expertise
- Interact with business stakeholders to understand their AI/ML requirements and deliver projects aligned with the business portfolio
- Collaborate with cross-functional teams to define project goals, scope, and deliverables
- Utilize your expertise in Python, pandas, numpy, and SQL to develop AI/ML solutions
- In-depth understanding & extensive experiencing with Transformers, RAG, Vector DB and Large Language Models
- Apply frameworks such as Scikit Learn, TensorFlow, and PyTorch to build and deploy models
- Conduct exploratory data analysis (EDA), statistical analysis, and feature engineering to derive insights
- Build, tune, and evaluate machine learning models for predictive and prescriptive analytics
- Perform drift analysis and ensure the responsible use of AI/ML by considering bias and fairness testing
- Oversee the full life cycle of AI/ML projects, including data preparation, model development, tuning, and deployment
- Ensure the scalability, reliability, and efficiency of AI/ML solutions in production environments
- Stay updated with the latest advancements in AI/ML techniques and tools, and identify opportunities to apply them to enhance existing solutions
- Document and communicate findings, methodologies, and insights to technical and non-technical stakeholder
- Comply with the terms and conditions of the employment contract, company policies and procedures, and any and all directives (such as, but not limited to, transfer and/or re-assignment to different work locations, change in teams and/or work shifts, policies in regards to flexibility of work benefits and/or work environment, alternative work arrangements, and other decisions that may arise due to the changing business environment). The Company may adopt, vary or rescind these policies and directives in its absolute discretion and without any limitation (implied or otherwise) on its ability to do so
- Bachelor's or Master's degree in Computer Science, Data Science, Statistics, or a related field
- 8 to 10 years of experience in Data Science, AI/ML, or a similar role
- Experience in leading a team of data scientists
- Hands-on experience in delivering production-grade AI/ML projects
- Solid programming skills in Python, with experience in pandas, numpy, and SQL
- Proficiency in frameworks such as Scikit Learn, TensorFlow, and PyTorch
- Solid understanding of mathematical and statistical concepts
- Knowledge of the full life cycle of AI/ML projects, including EDA, model development, tuning, and drift analysis
- Understanding of bias/fairness testing and responsible use of AI/ML.
- Excellent leadership, problem-solving, and analytical thinking skills
- Solid communication and collaboration skills to work effectively with business stakeholders and cross-functional teams
- Solid exposure to LLM Fine tuning concepts and Open source LLMs
- Familiarity with the US Healthcare domain
- Experience with Big Data technologies (PySpark, Hadoop) and data streaming tools (Kafka, etc.)