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Data Brew Season 2 Episode 1: ML in Production
Manage episode 291041327 series 2814833
For our second season, we will be focusing on machine learning, from research to production. We will interview folks in academia and industry to discuss topics such as data ethics, production-grade infrastructure for ML, hyperparameter tuning, AutoML, and many more.
In the season opener, Matei Zaharia discusses how he entered the field of ML, best practices for productionizing ML pipelines, leveraging MLflow & the Lakehouse architecture for reproducible ML, and his current research in this field.
See more at databricks.com/data-brew
37 حلقات
Manage episode 291041327 series 2814833
For our second season, we will be focusing on machine learning, from research to production. We will interview folks in academia and industry to discuss topics such as data ethics, production-grade infrastructure for ML, hyperparameter tuning, AutoML, and many more.
In the season opener, Matei Zaharia discusses how he entered the field of ML, best practices for productionizing ML pipelines, leveraging MLflow & the Lakehouse architecture for reproducible ML, and his current research in this field.
See more at databricks.com/data-brew
37 حلقات
كل الحلقات
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1 Retrieval, rerankers, and RAG tips and tricks | Data Brew | Episode 39 45:22
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1 The Power of Synthetic Data | Data Brew | Episode 38 42:28
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1 Secret to Production AI: Tools & Infrastructure | Data Brew | Episode 37 37:14
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1 Mixture of Memory Experts (MoME) | Data Brew | Episode 36 41:24
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1 Mixed Attention & LLM Context | Data Brew | Episode 35 39:11
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1 Kumo AI & Relational Deep Learning | Data Brew | Episode 34 43:27
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1 LLMs: Internals, Hallucinations, and Applications | Data Brew | Episode 33 38:50
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1 Demonstrate–Search–Predict Framework | Data Brew | Episode 32 33:14
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1 Generative AI Risks | Data Brew | Episode 31 34:38
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1 John Snow Labs & SparkNLP | Data Brew | Episode 30 43:17
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1 Data Brew Season 4 Episode 6: Professional Athletes 35:49
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1 Data Brew Season 4 Episode 5: Public Health: Education, Access, and Policy 34:39
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1 Data Brew Season 4 Episode 4: 1283 Days of Running (and Counting) 35:54
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1 Data Brew Season 4 Episode 3: Last Man Standing 41:20
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1 Data Brew Season 4 Episode 2: NBA Analytics 30:16
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