Welcome to Data Brew by Databricks with Denny and Brooke! In this series, we explore various topics in the data and AI community and interview subject matter experts in data engineering/data science. So join us with your morning brew in hand and get ready to dive deep into data + AI! For this first season, we will be focusing on lakehouses – combining the key features of data warehouses, such as ACID transactions, with the scalability of data lakes, directly against low-cost object stores.
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Reinforcement Fine-Tuning and the Future of Specialized AI Models (00:40:24)
What if building a custom AI model for your business was as simple as giving feedback—no massive labeled datasets required? In this episode, we sit down with Travis Addair, CTO and Co-Founder of Predi...
Benchmarking Domain Intelligence | Data Brew | Episode 45 (00:31:41)
In this episode, Pallavi Koppol, Research Scientist at Databricks, explores the importance of domain-specific intelligence in large language models (LLMs). She discusses how enterprises need models ta...
SWE-bench & SWE-agent | Data Brew | Episode 44 (00:36:22)
In this episode, Kilian Lieret, Research Software Engineer, and Carlos Jimenez, Computer Science PhD Candidate at Princeton University, discuss SWE-bench and SWE-agent, two groundbreaking tools for ev...
Enterprise AI: Research to Product | Data Brew | Episode 43 (00:38:03)
In this episode, Dipendra Kumar, Staff Research Scientist, and Alnur Ali, Staff Software Engineer at Databricks, discuss the challenges of applying AI in enterprise environments and the tools being de...
Multimodal AI | Data Brew | Episode 42 (00:42:14)
In this episode, Chang She, CEO and Co-founder of LanceDB, discusses the challenges of handling multimodal data and how LanceDB provides a cutting-edge solution. He shares his journey from contributin...
Age of Agents | Data Brew | Episode 41 (00:40:47)
In this episode, Michele Catasta, President of Replit, explores how AI-driven agents are transforming software development by making coding more accessible and automating application creation. Highli...
Reward Models | Data Brew | Episode 40 (00:39:58)
In this episode, Brandon Cui, Research Scientist at MosaicML and Databricks, dives into cutting-edge advancements in AI model optimization, focusing on Reward Models and Reinforcement Learning from Hu...
Retrieval, rerankers, and RAG tips and tricks | Data Brew | Episode 39 (00:45:22)
In this episode, Andrew Drozdov, Research Scientist at Databricks, explores how Retrieval Augmented Generation (RAG) enhances AI models by integrating retrieval capabilities for improved response accu...
The Power of Synthetic Data | Data Brew | Episode 38 (00:42:28)
In this episode, Yev Meyer, Chief Scientist at Gretel AI, explores how synthetic data transforms AI and ML by improving data access, quality, privacy, and model training. Highlights include: - Levera...
Secret to Production AI: Tools & Infrastructure | Data Brew | Episode 37 (00:37:14)
In this episode, Julia Neagu, CEO & co-founder of Quotient AI, explores the challenges of deploying Generative AI and LLMs, focusing on model evaluation, human-in-the-loop systems, and iterative devel...
Mixture of Memory Experts (MoME) | Data Brew | Episode 36 (00:41:24)
In this episode, Sharon Zhou, Co-Founder and CEO of Lamini AI, shares her expertise in the world of AI, focusing on fine-tuning models for improved performance and reliability. Highlights include: - ...
In this episode, Shashank Rajput, Research Scientist at Mosaic and Databricks, explores innovative approaches in large language models (LLMs), with a focus on Retrieval Augmented Generation (RAG) and ...
Kumo AI & Relational Deep Learning | Data Brew | Episode 34 (00:43:27)
In this episode, Jure Leskovec, Co-founder of Kumo AI and Professor of Computer Science at Stanford University, discusses Relational Deep Learning (RDL) and its role in automating feature engineering....
LLMs: Internals, Hallucinations, and Applications | Data Brew | Episode 33 (00:38:50)
Our fifth season dives into large language models (LLMs), from understanding the internals to the risks of using them and everything in between. While we're at it, we'll be enjoying our morning brew. ...
Demonstrate–Search–Predict Framework | Data Brew | Episode 32 (00:33:14)
We will dive into LLMs for our fifth season, from understanding the internals to the risks of using them and everything in between. While we’re at it, we’ll be enjoying our morning brew. In this sess...
Generative AI Risks | Data Brew | Episode 31 (00:34:38)
We will dive into LLMs for our fifth season, from understanding the internals to the risks of using them and everything in between. While we’re at it, we’ll be enjoying our morning brew. In this ses...
John Snow Labs & SparkNLP | Data Brew | Episode 30 (00:43:17)
We are back and we will dive into LLMs from understanding the internals to the risks of using them and everything in between. While we’re at it, we’ll be enjoying our morning brew. In this session, w...
Data Brew Season 4 Episode 6: Professional Athletes (00:35:49)
For our fourth season, we focus on connected health and how data & AI augment and improve our daily health. While we’re at it, we’ll be enjoying our morning brew. Shayna Powless and Eli Ankou, profes...
Data Brew Season 4 Episode 5: Public Health: Education, Access, and Policy (00:34:39)
For our fourth season, we focus on connected health and how data & AI augment and improve our daily health. While we’re at it, we’ll be enjoying our morning brew. Matt Willis, Marin County Public Hea...
Data Brew Season 4 Episode 4: 1283 Days of Running (and Counting) (00:35:54)
For our fourth season, we focus on connected health and how data & AI augment and improve our daily health. While we’re at it, we’ll be enjoying our morning brew. Running the length of the US every y...
Data Brew Season 4 Episode 3: Last Man Standing (00:41:20)
For our fourth season, we focus on connected health and how data & AI augment and improve our daily health. While we’re at it, we’ll be enjoying our morning brew. Winner of the infamous Last Man Stan...
Data Brew Season 4 Episode 2: NBA Analytics (00:30:16)
For our fourth season, we focus on connected health and how data & AI augment and improve our daily health. While we’re at it, we’ll be enjoying our morning brew. Alexander Powell chronicles the evol...
Data Brew Season 4 Episode 1: Reducing Injury & Increasing Retention of Industrial Athletes (00:33:58)
For our fourth season, we focus on connected health and how data & AI augment and improve our daily health. While we’re at it, we’ll be enjoying our morning brew. Globally, 38,000 people get hurt on ...
Data Brew Season 3 Episode 6: Open Source (00:33:49)
For our third season, we focus on how leaders use data for change. Whether it’s building data teams or using data as a constructive catalyst, we interview subject matter experts from industry to dive ...
Data Brew Season 3 Episode 5: Sustainability & Sake (00:32:26)
For our third season, we focus on how leaders use data for change. Whether it’s building data teams or using data as a constructive catalyst, we interview subject matter experts from industry to dive ...
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