Abhishek Kumar
Abhishek Kumar is currently leading the AI and Data Science practice at Publicis Sapient as Director of Data Science. He leads engagements for numerous Fortune 500 companies on Data & AI strategy and large-scale implementation for areas in recommendation engines, anomaly detection, optimization, and recently in Generative AI. He holds a Master’s degree from the University of California, Berkeley, and is a recipient of the prestigious Hal Varian Award. He is also recognized as a Google Developer Expert-ML and featured in the Top 40 under 40 data scientist list. He has authored several popular data science courses and has delivered talks at global data and AI conferences. He is also a learning facilitator and instructor at Berkeley Haas Executive Education, focusing on the Future of Technology.
In this episode, we discuss:
What is LLMOps?
New components to the traditional MLOps infrastructure
LLM deployment patterns
Prompt engineering and management
Challenges scaling LLM-powered apps
How enterprise architecture will evolve
Human Reinforcement Learning Feedback
LLMOps is a team sport
Skills required for LLMOps
Use case and technology selection
Trends and opportunities for LLM applications
Change management and creative mindset
more!
Listen now on Apple, Spotify, and YouTube.
Where to find Abhishek Kumar:
LinkedIn: https://www.linkedin.com/in/meabhishekkumar/
Where to find James Gray:
LinkedIn: https://www.linkedin.com/in/jamesgray
Instagram: https://www.instagram.com/coachjamesgray
Coaching: https://coachjamesgray.com
Data & AI Consulting: https://GrayData.ai
The James Gray Podcast: https://graymatter.jamesgray.io/podcast
Referenced in the podcast
Publicis Sapient: https://www.publicissapient.com/
DataHack Summit: https://www.analyticsvidhya.com/datahack-summit-2023/
Berkeley Haas ExecEd Future of Technology: https://em-executive.berkeley.edu/future-technology
LangChain: https://www.langchain.com/
Hugging Face: https://huggingface.co/
Meta Llama2: https://ai.meta.com/llama/
Guardrails.io: https://www.guardrails.io/
Weights and Biases: https://wandb.ai/site
Anthropic: https://www.anthropic.com/
Large Language Model patterns and more | Abhishek Kumar (Publicis Sapient, UC Berkeley)