AI/ML Engineer

1 week ago

gurugram, India UnitedHealth Group Full time

Optum is a global organization that delivers care, aided by technology to help millions of people live healthier lives. The work you do with our team will directly improve health outcomes by connecting people with the care, pharmacy benefits, data and resources they need to feel their best. Here, you will find a culture guided by diversity and inclusion, talented peers, comprehensive benefits and career development opportunities. Come make an impact on the communities we serve as you help us advance health equity on a global scale. Join us to start Caring. Connecting. Growing together.

Be a hands-on of AI/ML researcher in the Optum AI team and solve real-world problems in the Healthcare domain using cutting-edge capabilities and emerging technologies.

As a NLP scientist with Optum AI, you will be responsible for developing and prototyping novel methods for a variety of natural language understanding tasks. You will follow advancements in the state-of-the-art methods that are relevant to the particular use case and provide recommendations for model development and experimentation.

Primary Responsibilities:

Develop and deploy innovative AI solutions to various business problems. You will have the opportunity to learn and apply some of the most cutting-edge AI technologies Research and evaluate new data sources, AI technology trends and methodologies to enhance Organization level data science capabilities and solutions Perform data analysis, pre-processing and feature engineering required to ensure quality and reliability of the AI models and optimize them for performance and robustness Develop and deploy big data pipelines and frameworks for data ingestion, processing and analysis 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

Required Qualifications:

Bachelor's degree or higher in computer science or engineering with a focus on language processing At least 5+ years of experience in NLP and relevant projects. This requirement may be relaxed for candidates with a PhD Experience implementing multiple machine learning techniques such as supervised, unsupervised, reinforcement learning, Deep learning, NLP Should possess solid technical writing skills and must have published research papers in leading academic journals on topics related to Artificial Intelligence & Machine Learning Proven excellent analytical and problem-solving skills, including the ability to disaggregate issues, identify root causes and recommend solutions A sound understanding of common NLP tasks such as text classification, entity recognition, entity extraction, and question answering Understanding of NLP techniques for language modeling, text representation, and semantic extraction Good grasp of current DNN architectures, training, and evaluation methods in NLP, and the ability to adapt them for clinical/medical data and problems Ability to develop DNN models from scratch using PyTorch/Tensorflow Good knowledge of and hands-on skills with repository management and GPU use, and the ability to rapidly set up NLP pipelines for testing new ideas Familiarity with NLP literature, thrust areas, conference venues, and code repositories Proficiency in Python, R, SQL and other programming languages for data analysis and modeling. Proficiency in libraries such as Huggingface, Spacy, and OpenAI API Proficiency with cloud development environments such as Azure, AWS, and GCP

Preferred Qualification:

Experience in ML R&D with demonstrable impact

At UnitedHealth Group, our mission is to help people live healthier lives and make the health system work better for everyone. We believe everyone–of every race, gender, sexuality, age, location and income–deserves the opportunity to live their healthiest life. Today, however, there are still far too many barriers to good health which are disproportionately experienced by people of color, historically marginalized groups and those with lower incomes. We are committed to mitigating our impact on the environment and enabling and delivering equitable care that addresses health disparities and improves health outcomes — an enterprise priority reflected in our mission.

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