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Matthew McClean is a Machine Learning Technology Leader with the leading Amazon Web Services (AWS) cloud platform. He leads the customer engineering teams at Annapurna ML helping customers adopt AWS Trainium and Inferentia for their Gen AI workloads. Kamran Khan, Sr Technical Business Development Manager for AWS Inferentina/Trianium at AWS. He has over a decade of experience helping customers deploy and optimize deep learning training and inference workloads using AWS Inferentia and AWS Trainium. AWS Tranium and Inferentia // MLOps podcast #238 with Kamran Khan, BD, Annapurna ML and Matthew McClean, Annapurna Labs Lead Solution Architecture at AWS. Huge thank you to AWS for sponsoring this episode. AWS - https://aws.amazon.com/ // Abstract Unlock unparalleled performance and cost savings with AWS Trainium and Inferentia! These powerful AI accelerators offer MLOps community members enhanced availability, compute elasticity, and energy efficiency. Seamlessly integrate with PyTorch, JAX, and Hugging Face, and enjoy robust support from industry leaders like W&B, Anyscale, and Outerbounds. Perfectly compatible with AWS services like Amazon SageMaker, getting started has never been easier. Elevate your AI game with AWS Trainium and Inferentia! // Bio Kamran Khan Helping developers and users achieve their AI performance and cost goals for almost 2 decades. Matthew McClean Leads the Annapurna Labs Solution Architecture and Prototyping teams helping customers train and deploy their Generative AI models with AWS Trainium and AWS Inferentia // MLOps Jobs board https://mlops.pallet.xyz/jobs // MLOps Swag/Merch https://mlops-community.myshopify.com/ // Related Links AWS Trainium: https://aws.amazon.com/machine-learning/trainium/ AWS Inferentia: https://aws.amazon.com/machine-learning/inferentia/ --------------- ✌️Connect With Us ✌️ ------------- Join our slack community: https://go.mlops.community/slack Follow us on Twitter: @mlopscommunity Sign up for the next meetup: https://go.mlops.community/register Catch all episodes, blogs, newsletters, and more: https://mlops.community/ Connect with Demetrios on LinkedIn: https://www.linkedin.com/in/dpbrinkm/ Connect with Kamran on LinkedIn: https://www.linkedin.com/in/kamranjk/ Connect with Matt on LinkedIn: https://www.linkedin.com/in/matthewmcclean/ Timestamps: [00:00] Matt's & Kamran's preferred coffee [00:53] Takeaways [01:57] Please like, share, leave a review, and subscribe to our MLOps channels! [02:22] AWS Trainium and Inferentia rundown [06:04] Inferentia vs GPUs: Comparison [11:20] Using Neuron for ML [15:54] Should Trainium and Inferentia go together? [18:15] ML Workflow Integration Overview [23:10] The Ec2 instance [24:55] Bedrock vs SageMaker [31:16] Shifting mindset toward open source in enterprise [35:50] Fine-tuning open-source models, reducing costs significantly [39:43] Model deployment cost can be reduced innovatively [43:49] Benefits of using Inferentia and Trainium [45:03] Wrap up