Data Brew Season 2 Episode 9: Data Driven Software Data Brew By Databricks podcast

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المحتوى المقدم من Databricks. يتم تحميل جميع محتويات البودكاست بما في ذلك الحلقات والرسومات وأوصاف البودكاست وتقديمها مباشرة بواسطة Databricks أو شريك منصة البودكاست الخاص بهم. إذا كنت تعتقد أن شخصًا ما يستخدم عملك المحمي بحقوق الطبع والنشر دون إذنك، فيمكنك اتباع العملية الموضحة هنا https://ar.player.fm/legal.

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<div class="span index">1</div> <span><a class="" data-remote="true" data-type="html" href="/series/series-2996722">The So What from BCG</a></span>

<div class="span index">1</div> <span><a class="" data-remote="true" data-type="html" href="/series/series-2996722">The So What from BCG</a></span> podcast artwork

<div class="span index">1</div> <span><a class="" data-remote="true" data-type="html" href="/series/series-2996722">The So What from BCG</a></span> podcast artwork

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The So What from BCG

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منذ 4 أياممنذ 4d ago

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This podcast from Boston Consulting Group looks around the corner of today’s big business and social issues. The goal–the so what–is to make sense of today and prepare busy leaders and executives for the day after tomorrow. Award-winning British journalist Georgie Frost interviews the leading thinkers and doers at BCG on the trends, developments, and ideas that will shape and disrupt the future. This is not your typical business strategy podcast.

Data Brew by Databricks « »
Data Brew Season 2 Episode 9: Data Driven Software

منذ 4 أعوام 31:12

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المحتوى المقدم من Databricks. يتم تحميل جميع محتويات البودكاست بما في ذلك الحلقات والرسومات وأوصاف البودكاست وتقديمها مباشرة بواسطة Databricks أو شريك منصة البودكاست الخاص بهم. إذا كنت تعتقد أن شخصًا ما يستخدم عملك المحمي بحقوق الطبع والنشر دون إذنك، فيمكنك اتباع العملية الموضحة هنا https://ar.player.fm/legal.

For our second season of Data Brew, 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.
We branch, version, and test our code, but what if we treated data like code? Tim Hunter joins us to discuss the open-source Data-Driven Software (DDS) package and how it leads to immense gains in collaboration and decreased runtime for data scientists at any organization.
See more at databricks.com/data-brew

… continue reading

37 حلقات

#Databricks #Data Analytics #Apache Spark #Delta Lake #Machine Learning #Data Engineering #Artificial Intelligence #Tech #Data Science #Science #Lifestyle #Podcasting Education

Data Brew by Databricks

Data Brew by Databricks podcast artwork

Data Brew Season 2 Episode 9: Data Driven Software

Data Brew by Databricks

71 subscribers

published منذ 4 أعوام

مشاركة

MP3•منزل الحلقة

المحتوى المقدم من Databricks. يتم تحميل جميع محتويات البودكاست بما في ذلك الحلقات والرسومات وأوصاف البودكاست وتقديمها مباشرة بواسطة Databricks أو شريك منصة البودكاست الخاص بهم. إذا كنت تعتقد أن شخصًا ما يستخدم عملك المحمي بحقوق الطبع والنشر دون إذنك، فيمكنك اتباع العملية الموضحة هنا https://ar.player.fm/legal.

For our second season of Data Brew, 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.
We branch, version, and test our code, but what if we treated data like code? Tim Hunter joins us to discuss the open-source Data-Driven Software (DDS) package and how it leads to immense gains in collaboration and decreased runtime for data scientists at any organization.
See more at databricks.com/data-brew

… continue reading

37 حلقات

#Databricks #Data Analytics #Apache Spark #Delta Lake #Machine Learning #Data Engineering #Artificial Intelligence #Tech #Data Science #Science #Lifestyle #Podcasting Education

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منذ 10 أيام45:22

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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 accuracy and relevance. Highlights include: - Addressing LLM limitations by injecting relevant external information. - Optimizing document chunking, embedding, and query generation for RAG. - Improving retrieval systems with embeddings and fine-tuning techniques. - Enhancing search results using re-rankers and retrieval diagnostics. - Applying RAG strategies in enterprise AI for domain-specific improvements.…

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The Power of Synthetic Data | Data Brew | Episode 38 42:28

منذ 26 يومًا42:28

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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: - Leveraging synthetic data to overcome AI data limitations. - Enhancing model training while mitigating ethical and privacy risks. - Exploring the intersection of computational neuroscience and AI workflows. - Addressing licensing and legal considerations in synthetic data usage. - Unlocking private datasets for broader and safer AI applications.…

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منذ 6 weeks37:14

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منذ 7 weeks41:24

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Mixed Attention & LLM Context | Data Brew | Episode 35 39:11

منذ 14 weeks39:11

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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 its impact on improving efficiency and reducing operational costs. Highlights include: - How RAG enhances LLM accuracy by incorporating relevant external documents. - The evolution of attention mechanisms, including mixed attention strategies. - Practical applications of Mamba architectures and their trade-offs with traditional transformers.…

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منذ 20 weeks43:27

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LLMs: Internals, Hallucinations, and Applications | Data Brew | Episode 33 38:50

منذ 2 years38:50

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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. In this session, we interviewed Chengyin Eng (Senior Data Scientist, Databricks), Sam Raymond (Senior Data Scientist, Databricks), and Joseph Bradley (Lead Production Specialist - ML, Databricks) on the best practices around LLM use cases, prompt engineering, and how to adapt MLOps for LLMs (i.e., LLMOps).…

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Demonstrate–Search–Predict Framework | Data Brew | Episode 32 33:14

منذ 2 years33:14

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Generative AI Risks | Data Brew | Episode 31 34:38

منذ 2 years34:38

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John Snow Labs & SparkNLP | Data Brew | Episode 30 43:17

منذ 2 years43:17

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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, we interviewed David Talby who is the CTO at John Snow Labs; they help healthcare & life science companies put AI to good use. David's interests include natural language processing, applied artificial intelligence in healthcare, and responsible AI.…

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Data Brew Season 4 Episode 6: Professional Athletes 35:49

منذ 3 years35:49

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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, professional cyclist for L39ion of Los Angeles and defensive tackle for the Buffalo Bills, respectively, provide valuable insight on how professional athletes leverage data to improve their performance and how they combine their passion for sports with the Dreamcatcher Foundation. See more at databricks.com/data-brew…

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Data Brew Season 4 Episode 5: Public Health: Education, Access, and Policy 34:39

منذ 3 years34:39

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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 Health Officer, shares the three pillars of public health: education, access, and policy, and the critical role data plays in addressing the COVID-19 pandemic & opioid epidemic. See more at databricks.com/data-brew…

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Data Brew Season 4 Episode 4: 1283 Days of Running (and Counting) 35:54

منذ 3 years35:54

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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 year, Alexandra Matthiesen shares her motivational secrets for running 1,283 consecutive days (and counting!) and redefining physical and mental limits. See more at databricks.com/data-brew…

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Data Brew Season 4 Episode 3: Last Man Standing 41:20

منذ 3 years41:20

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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 Standing race (running 246 miles in 59 hours), Guillaume merges the world of competitive long-distance running with data science to push the boundaries of body and mind. See more at databricks.com/data-brew…

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Data Brew Season 4 Episode 2: NBA Analytics 30:16

منذ 3 years30:16

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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 evolution of sports analytics and how professional sports teams use data as a competitive advantage. See more at databricks.com/data-brew…

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