Adit User
@adituser1
Experienced Generative AI / ML Engineer with expertise in advanced models.
What I'm looking for
I am an experienced Generative AI and Machine Learning Engineer with a strong background in designing, developing, and deploying advanced generative AI models and machine learning solutions. My expertise lies in building scalable AI architectures and optimizing large-scale model training, particularly using frameworks like PyTorch and TensorFlow. I have a proven track record of collaborating within Agile, cross-functional teams to deliver innovative AI applications in financial services and enterprise environments.
At Visa, I led the research and development of generative AI solutions on AWS, utilizing services like Amazon SageMaker and AWS Lambda to build and deploy various models for synthetic transaction data generation and fraud scenario simulation. My work has involved designing adversarial testing workflows and ensuring compliance with safety benchmarks. I have also contributed to enterprise architecture discussions, helping to evaluate the impacts of new GenAI components across cloud-native application stacks.
Previously, at Netflix, I enhanced predictive analytics model accuracy and implemented deep learning models that significantly improved personalized recommendations. My experience includes managing the entire machine learning lifecycle and developing real-time inference APIs, which have streamlined operations and improved user engagement. I am passionate about AI ethics and governance, ensuring responsible AI adoption in all my projects.
Experience
Work history, roles, and key accomplishments
Senior GenAI Engineer
Visa
Feb 2023 - Present (2 years 5 months)
Led research and development of generative AI solutions on AWS, leveraging services like Amazon SageMaker, AWS Batch, and AWS Lambda to build and deploy LLMs, GANs, VAEs, and diffusion models for various use cases. Designed and optimized pre-training and fine-tuning pipelines for large language models using distributed training on Amazon SageMaker with DeepSpeed and Horovod, achieving significant
AI / ML Engineer
Netflix
Feb 2020 - Jan 2023 (2 years 11 months)
Enhanced predictive analytics model accuracy through advanced training and tuning, leveraging PyTorch, scikit-learn, and XGBoost on extensive streaming and user interaction datasets. Designed and implemented deep learning models that dynamically ranked content based on real-time user behavior and engagement, significantly improving personalized recommendations and boosting user retention.
Software Engineer
Accenture
Dec 2018 - Jan 2020 (1 year 1 month)
Contributed to the development of machine learning models for classification and regression tasks, utilizing scikit-learn, XGBoost, and TensorFlow to support client analytics teams. Created and maintained ETL pipelines for data cleaning, preprocessing, and structuring using Python, pandas, numpy, and SQL, specifically for AI model training.
Education
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Adit hasn't added their education
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