Tag: machine learning
Episode 534: Andy Dang on AI / ML Observability
Andy Dang, Head of Engineering at WhyLabs discusses observability and data ops for AI/ML applications and how that differs from traditional observability. SE Radio host Akshay Manchale speaks with Andy about running an AI/ML model in production and how observability is an important tool in diagnosing and detecting various failures in the application. They explore […]
Episode 493: Ram Sriharsha on Vectors in Machine Learning
Ram Sriharsha of Pinecone discusses the role of vectors in machine learning, a technique that lies at the heart of many of the machine learning applications we use every day. Host Philip Winston spoke with Sriharsha about the basics of vectors, vector embeddings, feature engineering versus deep learning, hyperparameters, vector search, k-Nearest Neighbor search, alternative […]
Episode 479: Luis Ceze on the Apache TVM Machine Learning Compiler
Luis Ceze, CEO and co-founder of OctoML discusses Apache TVM, an open source machine learning model compiler for a variety of target architectures. Luis talks about the complexity in writing assembly code on different hardware targets for machine learning which contains predominantly numerical operations that benefit from specialized vector/tensor instructions and special memory layouts. Host […]
Episode 473: Mike Del Balso on Feature Stores
Mike Del Balso co-founder of Tecton discusses Feature Stores and how it helps operationalize Machine Learning. Akshay spoke with Mike about data engineering challenges to connect signals that make a feature from various data sources to a Machine Learning Model during training and to serve it in production. Mike talks about challenges faced by engineering […]
Episode 444: Tug Grall on Redis
Tug Grall of Redis Labs discusses Redis, its evolution over the years, and emerging use cases today. Host Akshay Manchale spoke with Tug about Redis’ fundamental data structures and their common uses, its module based ecosystem and Redis’ applicability in a wide range of applications beyond being a layer for caching data such as search, […]
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