Automatic Database Tuning with Andy Pavlo

Machine Learning Archives - Software Engineering Daily

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Richard (Kudo) Couto: The Hidden Horror Behind a Billion-Dollar Brand 42:18

לפני 16 ימים42:18

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42:18

“I used to be the largest dairy consumer on the planet. I used to eat so much dairy and meat. The more that I looked into the dairy industry, the more that I saw that it was the singular, most inhumane industry on the planet, that we've all been lied to, including myself, for years. I always believed that the picture on the milk carton, the cow standing next to her calf in the green field with the red barn in the back was true. It’s certainly the complete opposite.” – Richard (Kudo) Couto Richard (Kudo) Couto is the founder of Animal Recovery Mission (ARM), an organization solely dedicated to investigating extreme animal cruelty cases. ARM has led high-risk undercover operations that have resulted in the shutdown of illegal slaughterhouses, animal fighting rings, and horse meat trafficking networks. Recently, they released a damning investigation into two industrial dairy farms outside of Phoenix, Arizona supplying milk to Coca-Cola’s Fairlife brand. What they uncovered was systemic animal abuse, environmental violations, and a devastating betrayal of consumer trust. While Fairlife markets its products as being sourced "humanely," ARM’s footage tells a very different story—one of suffering, abuse, and corporate complicity. Despite the evidence, this story has been largely ignored by mainstream media—likely due to Coca-Cola’s massive influence and advertising dollars.…

לפני 3 שנים 39:54

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The default configuration in most databases is meant for broad compatibility rather than performance. Database tuning is a process in which the configurations of a database are modified to achieve optimal performance. Databases have hundreds of configuration knobs that control various factors, such as the amount of memory to use for caches or how often the data is written to the storage.

The problem with these knobs is that

they are not standardized (i.e., two databases may have a different name for the same knob),
not independent (i.e., changing one knob can impact others),
and not universal (i.e., what works for one application may be suboptimal for another).

In reality, information about the effects of the knobs typically comes only from (expensive) experience.

OtterTune is automatic database tuning software that promises to overcome these problems. It uses machine learning to tune the configuration knobs of your database automatically to improve performance.

In this episode, we interview Andy Pavlo. Andy is a Database Professor at Carnegie Mellon and Co-Founder of OtterTune.

Sponsorship inquiries: sponsor@softwareengineeringdaily.com

The post Automatic Database Tuning with Andy Pavlo appeared first on Software Engineering Daily.

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#Data Science #Science #Machine Learning #Tech #Machine Learning Archives Software Engineering Daily

Automatic Database Tuning with Andy Pavlo

Machine Learning Archives - Software Engineering Daily

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published לפני 3 שנים

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MP3•בית הפרקים

The problem with these knobs is that

they are not standardized (i.e., two databases may have a different name for the same knob),
not independent (i.e., changing one knob can impact others),
and not universal (i.e., what works for one application may be suboptimal for another).

In reality, information about the effects of the knobs typically comes only from (expensive) experience.

In this episode, we interview Andy Pavlo. Andy is a Database Professor at Carnegie Mellon and Co-Founder of OtterTune.

Sponsorship inquiries: sponsor@softwareengineeringdaily.com

The post Automatic Database Tuning with Andy Pavlo appeared first on Software Engineering Daily.

176 פרקים

#Data Science #Science #Machine Learning #Tech #Machine Learning Archives Software Engineering Daily

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Machine Learning Archives - Software Engineering Daily

1
Anaconda and Accelerating AI Development with Rob Futrick 44:21

לפני 1 year44:21

44:21

Anaconda is a popular platform for data science, machine learning, and AI. It provides trusted repositories of Python and R packages and has over 35 million users worldwide. Rob Futrick is the CTO at Anaconda , and he joins the show to talk about the platform, the concept of an OS for AI, and more. This episode is hosted by Lee Atchison. Lee Atchison is a software architect, author, and thought leader on cloud computing and application modernization. His best-selling book, Architecting for Scale (O’Reilly Media), is an essential resource for technical teams looking to maintain high availability and manage risk in their cloud environments. Lee is the host of his podcast, Modern Digital Business , an engaging and informative podcast produced for people looking to build and grow their digital business with the help of modern applications and processes developed for today’s fast-moving business environment. Listen at mdb.fm . Follow Lee at softwarearchitectureinsights.com , and see all his content at leeatchison.com . Please click here to see the transcript of this episode. Sponsorship inquiries: sponsor@softwareengineeringdaily.com The post Anaconda and Accelerating AI Development with Rob Futrick appeared first on Software Engineering Daily .…

Machine Learning Archives - Software Engineering Daily

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Vercel AI with Lee Robinson 49:21

לפני 1 year49:21

49:21

Vercel provides a cloud platform to rapidly deploy web projects, and they develop the highly successful Next.js framework. The company recently made headlines when they announced v0 which is a generative AI tool to create React code from text prompts. The generated code uses open-source tools like Tailwind CSS and shadcn/ui. Lee Robinson is the VP of Product at Vercel . He helps lead the product teams and focuses on developer experience on the platform. He joins the show to talk about Vercel, their AI SDK to easily connect frontend code with LLMs, the v0 AI tool, and more. Sean’s been an academic, startup founder, and Googler. He has published works covering a wide range of topics from information visualization to quantum computing. Currently, Sean is Head of Marketing and Developer Relations at Skyflow and host of the podcast Partially Redacted, a podcast about privacy and security engineering. You can connect with Sean on Twitter @seanfalconer . Please click here to see the transcript of this episode. Watch the video episode here Sponsorship inquiries: sponsor@softwareengineeringdaily.com The post Vercel AI with Lee Robinson appeared first on Software Engineering Daily .…

Machine Learning Archives - Software Engineering Daily

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Algolia with Sean Mullaney 49:18

לפני 1 year49:18

49:18

Algolia is a platform that provides search as a service. The company was founded in 2012, was part of Y Combinator’s Winter 2014 class, and has become highly popular for integrating modern search functionality into web-facing services. Sean Mullaney is the CTO of Algolia and has worked at Google X, Stripe, and Zolando. He joins the show today to talk about Algolia, neural search, vector compression, search optimization, and more. Sean’s been an academic, startup founder, and Googler. He has published works covering a wide range of topics from information visualization to quantum computing. Currently, Sean is Head of Marketing and Developer Relations at Skyflow and host of the podcast Partially Redacted, a podcast about privacy and security engineering. You can connect with Sean on Twitter @seanfalconer. Please click here to see the transcript of this episode. Watch the video episode here Sponsorship inquiries: sponsor@softwareengineeringdaily.com The post Algolia with Sean Mullaney appeared first on Software Engineering Daily .…

Machine Learning Archives - Software Engineering Daily

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JetBrains AI with Jodie Burchell 55:01

לפני 1 year55:01

55:01

Jodie Burchell is the Data Science Developer Advocate at JetBrains, which makes integrated development environments or, IDEs, for many major languages. After observing the rapid growth of the AI coding assistant landscape, the company recently announced integration of an AI assistant into their IDEs. Jodie joins the show today to talk about why the company decided to take this step, the design challenges of adding AI tools to software products, and the team’s particular interest in auto-generating code documentation. Jodie also talks about the different types of language AIs, how AI tools will impact software development, and more. Sean’s been an academic, startup founder, and Googler. He has published works covering a wide range of topics from information visualization to quantum computing. Currently, Sean is Head of Marketing and Developer Relations at Skyflow and host of the podcast Partially Redacted, a podcast about privacy and security engineering. You can connect with Sean on Twitter @seanfalconer . Please click here for the transcript of this episode. Watch the video episode here Sponsorship inquiries: sponsor@softwareengineeringdaily.com The post JetBrains AI with Jodie Burchell appeared first on Software Engineering Daily .…

Machine Learning Archives - Software Engineering Daily

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AWS re:Invent Special: Sagemaker with Ankur Mehrotra 35:23

לפני 1 year35:23

35:23

This episode of Software Engineering Daily is part of our on-site coverage of AWS re:Invent 2023, which took place from November 27th through December 1st in Las Vegas. In today’s interview, host Jordi Mon Companys speaks with Ankur Mehrotra who is the Director and GM of Amazon SageMaker. Jordi Mon Companys is a product manager and marketer that specializes in software delivery, developer experience, cloud native and open source. He has developed his career at companies like GitLab, Weaveworks, Harness and other platform and devtool providers. His interests range from software supply chain security to open source innovation. You can reach out to him on Twitter at @jordimonpmm. Please click here to see the transcript of this episode. Sponsorship inquiries: sponsor@softwareengineeringdaily.com The post AWS re:Invent Special: Sagemaker with Ankur Mehrotra appeared first on Software Engineering Daily .…

Machine Learning Archives - Software Engineering Daily

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Pinecone Vector Database with Marek Galovic 39:29

לפני 1 year39:29

39:29

An embedding is a concept in machine learning that refers to a particular representation of text, images, audio, or other information. Embeddings are designed to make data consumable by ML models. However, storing embeddings presents a challenge to traditional databases. Vector databases are designed to solve this problem. Pinecone has developed one of the most prominent vector databases that is widely used for ML and AI applications. Marek Galovic is a software engineer at Pinecone and works on the core database team. He joins the podcast today to talk about how vector embeddings are created, engineering a vector database, unsolved challenges in the space, and more. Sean’s been an academic, startup founder, and Googler. He has published works covering a wide range of topics from information visualization to quantum computing. Currently, Sean is Head of Marketing and Developer Relations at Skyflow and host of the podcast Partially Redacted, a podcast about privacy and security engineering. You can connect with Sean on Twitter @seanfalconer. Please click here to see the transcript of this episode. Watch the video episode here Sponsorship inquiries: sponsor@softwareengineeringdaily.com The post Pinecone Vector Database with Marek Galovic appeared first on Software Engineering Daily .…

Machine Learning Archives - Software Engineering Daily

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Vespa.ai with Jon Bratseth 46:11

לפני 1 year46:11

46:11

Vespa is a fully featured search engine and vector database, and it has integrated ML model inference. The project open sourced in 2017, and since then has grown to become a prominent platform for applying AI to big data sets at serving time. Vespa began as a project to solve Yahoo’s use cases in search, recommendation, and ad serving. The company made headlines in October when they announced they’re spinning Vespa.ai out of Yahoo as a separate company. Jon Bratseth is the CEO at Vespa and he joins the show to talk about large language models, retrieval augmented generation, or RAG, vector database engineering, and more. Sean’s been an academic, startup founder, and Googler. He has published works covering a wide range of topics from information visualization to quantum computing. Currently, Sean is Head of Marketing and Developer Relations at Skyflow and host of the podcast Partially Redacted, a podcast about privacy and security engineering. You can connect with Sean on Twitter @seanfalconer . Please click here to see the transcript of this episode. Sponsorship inquiries: sponsor@softwareengineeringdaily.com The post Vespa.ai with Jon Bratseth appeared first on Software Engineering Daily .…

Machine Learning Archives - Software Engineering Daily

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GitHub Copilot with Joseph Katsioloudes 50:14

לפני 1 year50:14

50:14

GitHub Copilot is an AI tool developed by GitHub and OpenAI to assist software developers by autocompleting code. Copilot kicked off a revolution in software engineering, and AI assistants are now considered essential tools to many developers. Joseph Katsioloudes is a cyber security specialist and works at the GitHub Security Lab . He joins the show today to talk about Copilot, the future of software development in an AI world, using AI to improve security, and more. Check out Joseph’s bio and the Secure Code Game which is an in-repo learning experience that Joseph created to teach how to secure vulnerable code. Sean’s been an academic, startup founder, and Googler. He has published works covering a wide range of topics from information covisualization to quantum computing. Currently, Sean is Head of Marketing and Developer Relations at Skyflow and host of the podcast Partially Redacted, a podcast about privacy and security engineering. You ca connect with Sean on Twitter @seanfalconer . Please click here to see the transcript of this episode. Sponsorship inquiries: sponsor@softwareengineeringdaily.com Watch the video episode here . The post GitHub Copilot with Joseph Katsioloudes appeared first on Software Engineering Daily .…

Machine Learning Archives - Software Engineering Daily

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Weights & Biases with Chris Van Pelt 38:22

לפני 1 year38:22

38:22

Machine learning model research requires running expensive, long-running experiments where even a slight mis-calibration can cost millions of dollars in underutilized compute resources. Once trained, model deployment, production monitoring, and observability requirements all present unique operational challenges. Chris Van Pelt is the Chief Information Officer of Weights and Biases , which is the industry standard in experiment monitoring and visualization, and has expanded that expertise into a comprehensive suite of ML Ops tooling including model management, deployment, and monitoring. Chris joins us today to discuss the state of the machine learning ecosystem at large, as well as some of their more recent work around production LLM tracing and monitoring. Sean’s been an academic, startup founder, and Googler. He has published works covering a wide range of topics from information visualization to quantum computing. Currently, Sean is Head of Marketing and Developer Relations at Skyflow and host of the podcast Partially Redacted, a podcast about privacy and security engineering. You can connect with Sean on Twitter @seanfalconer . Please click here to see the transcript of this episode. Sponsorship inquiries: sponsor@softwareengineeringdaily.com The post Weights & Biases with Chris Van Pelt appeared first on Software Engineering Daily .…

Machine Learning Archives - Software Engineering Daily

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Hugging Face with Sayak Paul 46:54

לפני 1 year46:54

46:54

Hugging Face was founded in 2016 and has grown to become one of the most prominent ML platforms. It’s commonly used to develop and disseminate state-of-the-art ML models and is a central hub for researchers and developers. Sayak Paul is a Machine Learning Engineer at Hugging Face and a Google Developer Expert. He joins the show today to talk about how he entered the ML field, diffusion model training, the transformer-based architecture, and more. Sean’s been an academic, startup founder, and Googler. He has published works covering a wide range of topics from information visualization to quantum computing. Currently, Sean is Head of Marketing and Developer Relations at Skyflow and host of the podcast Partially Redacted, a podcast about privacy and security engineering. You can connect with Sean on Twitter @seanfalconer . Please click here to see the transcript of this episode. Sponsorship inquiries: sponsor@softwareengineeringdaily.com The post Hugging Face with Sayak Paul appeared first on Software Engineering Daily .…

Machine Learning Archives - Software Engineering Daily

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Daytona with Ivan Burazin 47:50

לפני 1 year47:50

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Cloud-based software development platforms such as GitHub Codespaces continue to grow in popularity. These platforms are attractive to enterprise organizations because they can be managed centrally with security controls. However, many, if not most, developers prefer a local IDE. Daytona is aiming to bridge that gap. It’s a layer between a local IDE and a backend server, so developers can work locally while interfacing invisibly with a remote environment. Ivan Burazin is the CEO and Co-Founder at Daytona , and he joins the show today to talk about how Daytona works, Spotify as an inspiration for his product, and more. Jordi Mon Companys is a product manager and marketer that specializes in software delivery, developer experience, cloud native and open source. He has developed his career at companies like GitLab, Weaveworks, Harness and other platform and devtool providers. His interests range from software supply chain security to open source innovation. You can reach out to him on Twitter at @jordimonpmm Please click here to see the transcript of this episode. Sponsorship inquiries: sponsor@softwareengineeringdaily.com The post Daytona with Ivan Burazin appeared first on Software Engineering Daily .…

Machine Learning Archives - Software Engineering Daily

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GraphAware with Luanne Misquitta 57:51

לפני 1 year57:51

57:51

Knowledge graphs are an intuitive way to define relationships between objects, events, situations, and concepts. Their ability to encode this information makes them an attractive database paradigm. Hume is a graph-based analysis solution developed by GraphAware . It represents data as a network of interconnected entities and provides analysis capabilities to extract insights from the data. Luanne Misquitta is VP of Engineering at GraphAware and she joins the show today to talk about graph databases, and the engineering of Hume. Starting her career as a software developer, Jocelyn Houle is now a Senior Director of Product Management at Securiti.ai, a unified data protection and governance platform. Before that, she was an Operating Partner at Capital One Ventures investing in data and AI startups. Jocelyn has been a founder of two startups and a full life cycle, technical product manager at large companies like Fannie Mae, Microsoft and Capital One. Follow Jocelyn on LinkedIn or Twitter @jocelynbyrne. Please click here to view this show’s transcript. Sponsorship inquiries: sponsor@softwareengineeringdaily.com The post GraphAware with Luanne Misquitta appeared first on Software Engineering Daily .…

Machine Learning Archives - Software Engineering Daily

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Speechlab and Realtime Translation with Ivan Galea 44:31

לפני 2 years44:31

44:31

Speech technology has been around for a long time, but in the last 12 months it’s undergone a quantum leap. New speech synthesis models are able to produce speech that’s often indistinguishable from real speech. I’m sure many listeners have heard deep fakes where computer speech perfectly mimics the voice of famous actors or public figures. A major factor in driving the ongoing advances is generative AI. Speechlab is at the forefront of using new AI techniques for realtime dubbing, which is the process of converting speech from one language into another. For the interested listener, we recommend hearing the examples with President Obama speaking Spanish or Elon Musk speaking Japanese in this YouTube video . Ivan Galea is the Co-founder and President at Speechlab and he joins the show to talk about how we’re on the cusp of reaching the holy grail of speech technology – real time dubbing – and how this will erase barriers to communication and likely transform the world. This episode is hosted by Lee Atchison. Lee Atchison is a software architect, author, and thought leader on cloud computing and application modernization. His best-selling book, Architecting for Scale (O’Reilly Media), is an essential resource for technical teams looking to maintain high availability and manage risk in their cloud environments. Lee is the host of his podcast, Modern Digital Business , an engaging and informative podcast produced for people looking to build and grow their digital business with the help of modern applications and processes developed for today’s fast-moving business environment. Listen at mdb.fm . Follow Lee at softwarearchitectureinsights.com , and see all his content at leeatchison.com . Please click here to view this show’s transcript. Sponsorship inquiries: sponsor@softwareengineeringdaily.com The post Speechlab and Realtime Translation with Ivan Galea appeared first on Software Engineering Daily .…

Machine Learning Archives - Software Engineering Daily

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Sourcegraph with Quinn Slack 41:48

לפני 2 years41:48

41:48

If you’re a developer, there’s a good chance you’ve experimented with coding assistants like GitHub Copilot. Many developers have even fully integrated these tools into their workflows. One way these tools accelerate development is by autocompleting entire blocks of code. The AI achieves this by having awareness of the surrounding code. It understands context. However, in many cases the context available to an AI is limited. This restricts the AI’s ability to suggest more sweeping changes to a codebase, or even to refactor an entire application. Quinn Slack is the CEO of Sourcegraph . He is now hard at work on the challenge of giving more context to AI – to make it aware of entire codebases, dependencies, error logs, and other data. Quinn joins the show today to talk about what it takes to move beyond code autocomplete, how to develop the next generation of coding AI, and what the future looks like for software engineers and programming languages. Josh Goldberg is an independent full time open source developer in the TypeScript ecosystem. He works on projects that help developers write better TypeScript more easily, most notably on typescript-eslint: the tooling that enables ESLint and Prettier to run on TypeScript code. Josh regularly contributes to open source projects in the ecosystem such as ESLint and TypeScript. Josh is a Microsoft MVP for developer technologies and the author of the acclaimed Learning TypeScript (O’Reilly), a cherished resource for any developer seeking to learn TypeScript without any prior experience outside of JavaScript. Josh regularly presents talks and workshops at bootcamps, conferences, and meetups to share knowledge on TypeScript, static analysis, open source, and general frontend and web development. You can find Josh on: Bluesky , Fosstodon , Twitter , Twitch , YouTube , and joshuakgoldberg.com . Please click here to view this show’s transcript. Sponsorship inquiries: sponsor@softwareengineeringdaily.com The post Sourcegraph with Quinn Slack appeared first on Software Engineering Daily .…

Machine Learning Archives - Software Engineering Daily

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Stack Overflow in the AI era with Ellen Brandenberger 47:55

לפני 2 years47:55

47:55

When StackOverflow launched in 2008 it lowered the barrier to writing complex software. It solved the longstanding problem of accessing accurate and reliable programming knowledge by offering a collaborative space where programmers could ask questions, share insights, and receive high-quality answers from a community of experts. Generative AI has impacted the way programmers want to consume this knowledge. It has also opened new possibilities in terms of getting a personalized and real-time response. StackOverflow has decided to put a fifth of its organizational effort in Generative AI to improve the user experience of the website. Ellen Brandenberger leads the Product Innovation team at Stack Overflow and she joins us in this episode. Sean’s been an academic, startup founder, and Googler. He has published works covering a wide range of topics from information visualization to quantum computing. Currently, Sean is Head of Marketing and Developer Relations at Skyflow and host of the podcast Partially Redacted, a podcast about privacy and security engineering. You can connect with Sean on Twitter @seanfalconer . Sponsorship inquiries: sponsor@softwareengineeringdaily.com Please click here to view this show’s transcript . The post Stack Overflow in the AI era with Ellen Brandenberger appeared first on Software Engineering Daily .…

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