Machine Learning Archives - Software Engineering Daily

Rob Futrick, CTO at Anaconda, talks about the platform as an OS for AI. Topics include data quality, secure package delivery, generative AI risks, and AI's impact on job security and software development.

Lee Robinson, VP of Product at Vercel, discusses Vercel's AI SDK, the V0 AI tool, and the importance of the front-end in creating a product that customers love. They also explore how AI is revolutionizing front-end web development and the concept of adaptive UI. Additionally, they discuss the emerging AI tech stack and investments made by the company. Overall, they highlight Vercel's focus on developer experience and their goal to democratize the creation of rich interactive widgets.

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.

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.

Ankur Mehrotra, Director and GM of Amazon SageMaker, discusses the evolution of AWS SageMaker and its wide usage in various verticals. They also explore new features like foundation model evaluations and smart load-aware routing, as well as the benefits and future developments of SageMaker.

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.

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.

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 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.

Sayak Paul, Machine Learning Engineer at Hugging Face and a Google Developer Expert, discusses diffusion model training, transformer-based architecture, importance of open-source contributions, testing engineering candidates, advantages of diffusion models over GANs, applications of the diffusers model library, and day-to-day work on the diffusers library.