The Data Exchange with Ben Lorica

Alle afleveringen

375 afleveringen, van nieuw naar oud

  1. Custom Foundation Models

    13 april 2023 · 38 min

    Afspelen
    Hagay Lupesko, is VP Engineering at MosaicML, a startup that enables teams to easily train large AI models on their data and in their own secure environment. We discuss the the evolution of cloud based machine learning (from “traditional” ML through LLMs), his experience building machine learning applications at leading technology companies, and the need for companies to build their own custom foundation models. Lees meer

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    Detailed show notes can be found on The Data Exchange web site.

  2. Uncovering and Highlighting AI Trends

    6 april 2023 · 49 min

    Afspelen
    Jakub Zavrel is the Founder and CEO at Zeta Alpha, a premier Neural Discovery Platform that utilizes cutting-edge Neural Search technology to enhance the way you and your team uncover, arrange, and disseminate knowledge. Our conversation focuses on the latest developments in artificial intelligence, taking inspiration from their recent viral article featuring the top the 100 most cited AI papers of 2022. Lees meer

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    Detailed show notes can be found on The Data Exchange web site.

  3. How Data and AI Happened

    30 maart 2023 · 49 min

    Afspelen
    Chris Wiggins is a Professor at Columbia University and the Chief Data Scientist at the NYTimes. He is also co-author of a fascinating new historical exploration of how data has been used as a tool in shaping society, from the census to eugenics to Google search. How Data Happened traces the trajectory of data and explores new mathematical and computational techniques that serve to shape people, ideas, society, and economies. Lees meer

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    Detailed show notes can be found on The Data Exchange web site.

  4. Blazing fast bulk data transfers between any cloud

    23 maart 2023 · 31 min

    Afspelen
    Paras Jain and Sarah Wooders are graduate students at UC Berkeley’s Sky Computing Lab. They are part of the team behind Skyplane, and open source project that accelerates wide-area transfers in the cloud via overlay routing and parallelism. Lees meer

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    Detailed show notes can be found on The Data Exchange web site.

  5. Exhaustion of High-Quality Data Could Slow Down AI Progress in Coming Decades

    16 maart 2023 · 33 min

    Afspelen
    Pablo Villalobos is a Staff Researcher at Epoch, and lead author of the recent paper “Will we run out of data? An analysis of the limits of scaling datasets in Machine Learning”. We discuss the key findings in this paper, as well as a related study Pablo conducted on scaling laws. Lees meer

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    Detailed show notes can be found on The Data Exchange web site.

  6. Generating high-fidelity and privacy-preserving synthetic data

    9 maart 2023 · 36 min

    Afspelen
    Jinsung Yoon (Senior Research Scientist) and Sercan Arik (Staff Research Scientist and Manager) are part of the Google team behind EHR-Safe, a set of tools for generating highly realistic and privacy-preserving synthetic Electronic Health Records. Lees meer

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    Detailed show notes can be found on The Data Exchange web site.

  7. How technology is disrupting the venture capital industry

    2 maart 2023 · 36 min

    Afspelen
    Brandon Jenkins, Co-founder and COO of Fundrise, the largest direct-to-individuals alternative investment platform in the country. Our conversation centered on their recent foray into technology investing, specifically startup companies in the data infrastructure space. Lees meer

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    Detailed show notes can be found on The Data Exchange web site.

  8. Running Machine Learning Workloads On Any Cloud

    23 februari 2023 · 37 min

    Afspelen
    Zongheng Yang, is a researcher in the Sky Computing Lab at UC Berkeley, a multi-year research initiative that utilizes distributed systems, programming languages, security and machine learning to separate the services that a company requires from the choice of a specific cloud. He provides a detailed overview and update on SkyPilot, a groundbreaking intercloud broker that views the cloud ecosystem as a unified and integrated entity rather than a collection of disparate, largely incompatible clouds. SkyPilot enables users to run Machine Learning and Data Science batch jobs on any cloud, realize substantial cost savings, access the best hardware across clouds, and enjoy higher resource availability. Lees meer

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    Detailed show notes can be found on The Data Exchange web site.

  9. 2023 Trends in Data Engineering and Infrastructure

    16 februari 2023 · 46 min

    Afspelen
    Jesse Anderson, Evan Chan, and I delve into the current developments and possibilities within the realm of data engineering and platforms. As the foundation for artificial intelligence and machine learning, data plays a crucial role in the advancement of these technologies. Lees meer

    Download a copy of the FREE Report: https://gradientflow.com/2023trendsreport/

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    Detailed show notes can be found on The Data Exchange web site.

  10. Preparing for the Implementation of the EU AI Act and Other AI Regulations

    9 februari 2023 · 37 min

    Afspelen
    This week we discuss AI regulations with Gabriela Zanfir-Fortuna is VP for Global Privacy at the Future of Privacy Forum, and Andrew Burt, Managing Partner at BNH, the first law firm focused on AI and Analytics. Lees meer

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    Detailed show notes can be found on The Data Exchange web site.

  11. The Open Source Stack Unleashing a Game-Changing AI Hardware Shift

    2 februari 2023 · 42 min

    Afspelen
    Dylan Patel is the Chief Analyst at SemiAnalysis, a boutique semiconductor research and consulting firm focused on the semiconductor supply chain from chemical inputs to fabs to design IP and strategy. In this episode, we discuss the emerging open source software stack for PyTorch that makes it easier and more accessible to implement non-Nvidia backends (see his recent post). Lees meer

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    Detailed show notes can be found on The Data Exchange web site.

  12. Data Science and AI in Context

    26 januari 2023 · 48 min

    Afspelen
    Peter Norvig (of Google and Stanford) and Alfred Spector (of MIT) are part of the team of authors behind the must-read book Data Science in Context: Foundations, Challenges, Opportunities. We discussed their recent book and tool a deep dive into their Data Science Analysis Rubric, and we also talked about a trending topics in AI including looming regulations, synthetic data, and Large Language and Foundation Models. Lees meer

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    Detailed show notes can be found on The Data Exchange web site.

  13. Evaluating Language Models

    19 januari 2023 · 46 min

    Afspelen
    Percy Liang is Associate Professor of Computer Science and Statistics, and Director of the new Center for Research on Foundation Models at Stanford University. We discussed a new suit of tools (HELM) designed to help users and researchers understand language models in their totality. We also discuss recent trends in AI including the rise of Generative AI and Foundation Models. Lees meer

    Download a copy of our FREE 2023 Trends in Data and AI Report: https://gradientflow.com/2023trendsreport/

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    Detailed show notes can be found on The Data Exchange web site.

  14. 2023 Opportunities and Trends: Data, Machine Learning, and AI

    12 januari 2023 · 1 uur 6 min

    Afspelen
    Jenn Webb, special correspondent and managing editor at Gradient Flow, recently organized a mini-panel to discuss themes and trends for 2023. The panel consisted of myself and Mikio Braun. More information on these trends can be found in our Annual Trends Report, which is available for free download (see details below). Lees meer

    Download a copy of the FREE Report: https://gradientflow.com/2023trendsreport/

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    Detailed show notes can be found on The Data Exchange web site.

  15. Exploring DALL·E 2

    5 januari 2023 · 38 min

    Afspelen
    Given the growing interest in Generative AI, we revisit a conversation with Mark Chen, Research Scientist at OpenAI and part of the team behind DALL·E 2, a new AI system that can create realistic images and art based on natural language descriptions. Lees meer

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    Detailed show notes can be found on The Data Exchange web site.

  16. Data Science at Shopify and Stitch Fix

    29 december 2022 · 37 min

    Afspelen
    On this special end of the year episode, we revisit conversations with two data science leaders in the e-commerce space: Lees meer

    Wendy Foster, Director, Engineering & Data Science at Shopify.

    Olivia Liao, Senior Director of Data Science at Stitch Fix.

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    Detailed show notes can be found on The Data Exchange web site.

  17. Building a data management system for unstructured data

    22 december 2022 · 37 min

    Afspelen
    Shayan Mohanty is the CEO of Watchful, a modern and interactive solution that places the control of data labeling back in the hands of data scientists, machine learning practitioners, and subject matter experts. This podcast focuses on a data management system (written in Rust) they built to support the level of automation and interactivity required to support Watchful. Lees meer

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    Detailed show notes can be found on The Data Exchange web site.

  18. A Cloud Native Vector Database Management System

    15 december 2022 · 49 min

    Afspelen
    Frank Liu is Director of Operations & ML Architect at Zilliz, the company behind Milvus, an open source vector database. We discuss their recent VLDB paper (“A Cloud Native Vector Database Management System”) that describes recent updates to Milvus, as well as vector databases and vector search in general. Lees meer

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    Detailed show notes can be found on The Data Exchange web site.

  19. What’s Next for Machine Learning in Time Series

    8 december 2022 · 38 min

    Afspelen
    Ira Cohen is co-founder, Chief Data Scientist at Anodot, a startup that uses time series tools to monitor business data in real time, so organizations can proactively resolve revenue, cost, and customer experience issues before they impact business performance. We recently wrote a well-received post that provided a detailed overview on the state of technologies for collecting, storing, and unlocking time series. Lees meer

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    Detailed show notes can be found on The Data Exchange web site.

  20. Efficient Methods for Natural Language Processing

    1 december 2022 · 46 min

    Afspelen
    Roy Schwartz is Professor of Natural Language Processing at The Hebrew University of Jerusalem. We discussed a recent survey paper that Roy co-wrote that presented a broad overview of existing methods to improve NLP efficiency through the lens of traditional NLP pipelines. Lees meer

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    Detailed show notes can be found on The Data Exchange web site.

  21. Responsible and Trustworthy AI

    23 november 2022 · 30 min

    Afspelen
    On this Thanksgiving holiday weekend in the U.S., we revisit a Twitter Spaces conversation I had with Lees meer

    Andrew Burt, Managing Partner at BNH1, the first law firm focused on AI risks.

    Bob Friday, Chief AI Officer at Juniper Networks.

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    Detailed show notes can be found on The Data Exchange web site.

  22. Building a premier industrial AI research and product group

    17 november 2022 · 38 min

    Afspelen
    Hung Bui is the CEO of VinAI, a premier Artificial Intelligence research-based company developing world-class products and services. Hung assembled the VinAI team just over three years ago and they are now among the Top 20 Global Companies in AI Research in 2022. Lees meer

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    Detailed show notes can be found on The Data Exchange web site.

  23. An open source, production grade vector search engine

    10 november 2022 · 35 min

    Afspelen
    Bob van Luijt, is CEO of SeMI Technologies, the company behind the popular vector search engine Weaviate. Bob describes their key features and core components, popular use cases, and he also provides an overview of Weaviate’s near-term roadmap. We also discuss how vector search engines compare with existing data management systems. Lees meer

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    Detailed show notes can be found on The Data Exchange web site.

  24. A comprehensive suite of open source tools for time series modeling

    3 november 2022 · 35 min

    Afspelen
    Federico Garza and Max Mergenthaler Canseco are both CTOs and co-founders of Nixtla, a startup building developer-friendly software that helps data scientists deploy predictive pipelines. Lees meer

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    Detailed show notes can be found on The Data Exchange web site.

  25. Building Safe and Reliable AI applications

    27 oktober 2022 · 31 min

    Afspelen
    Christopher Nguyen is CEO and cofounder of Aitomatic, a startup that uses a knowledge-first approach to build and deploy machine learning solutions, with a focus on industrial applications (manufacturing and other physical settings). Lees meer

    Join us at K1st World, a fantastic symposium and networking event slated for November 16 & 17. Use the discount code GRADIENTFLOW60 to attend in person or online.

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    Detailed show notes can be found on The Data Exchange web site.

  26. A new storage engine for vectors

    20 oktober 2022 · 42 min

    Afspelen
    Ram Sriharsha is VP of Engineering and R&D at Pinecone, a startup that offers a fully managed vector database (not just an index). We discuss Pinecone’s new proprietary storage engine, which was first described around the time we recorded this conversation. Lees meer

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    Detailed show notes can be found on The Data Exchange web site.

  27. Project Lightspeed: Next-generation Spark Streaming

    13 oktober 2022 · 42 min

    Afspelen
    Karthik Ramasamy, is the Head of Streaming at Databricks. He has extensive experience in streaming, having led teams at Twitter (Apache Heron), Splunk, and Streamlio (Apache Pulsar). Lees meer

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    Detailed show notes can be found on The Data Exchange web site.

  28. The Unreasonable Effectiveness of Speech Data

    6 oktober 2022 · 35 min

    Afspelen
    Piotr Żelasko is Head of Research at Meaning, a startup building an AI platform using speech technologies. He has years of experience in speech technologies, both as a researcher and as a software engineer. We recorded this episode on the week of the release of Whisper, deep learning model (from OpenAI) that approaches human level robustness and accuracy on English speech recognition. Our conversation centered on Whisper and speech recognition, but also touched on the new speech data processing tools (Lhotse, k2, Icefall) that we described in our recent post. Lees meer

    Download a FREE copy of our recent 2022 Trends Report (Data, Machine Learning, AI): https://gradientflow.com/2022trendsreport/

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    Detailed show notes can be found on The Data Exchange web site.

  29. Machine Learning Integrity

    29 september 2022 · 45 min

    Afspelen
    Yaron Singer is the CEO of Robust Intelligence, a company building tools to help manage and mitigate risks associated with machine learning models and applications. Lees meer

    Download a FREE copy of our recent 2022 Trends Report (Data, Machine Learning, AI): https://gradientflow.com/2022trendsreport/

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    Detailed show notes can be found on The Data Exchange web site.

  30. Synthetic data technologies can enable more capable and ethical AI

    22 september 2022 · 39 min

    Afspelen
    Yashar Behzadi is the CEO & Founder of Synthesis AI, a startup that uses synthetic data technologies to enable teams building AI applications, as well as gaming and metaverse applications. Lees meer

    Download a FREE copy of our recent 2022 Trends Report (Data, Machine Learning, AI): https://gradientflow.com/2022trendsreport/

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    Detailed show notes can be found on The Data Exchange web site.

  31. Confidential Computing for Machine Learning

    15 september 2022 · 36 min

    Afspelen
    Sadegh Riazi is CEO and co-founder of CipherMode Labs, a startup building tools that enable data and machine learning teams to build and deploy models directly on encrypted data. CipherMode’s new open source project enables teams to develop and deploy machine learning algorithms using familiar tools, and thus opens up the possibility of using sensitive data in different scenarios both within an organization, and in cooperation with other organizations. Lees meer

    Download a FREE copy of our recent 2022 Trends Report (Data, Machine Learning, AI): https://gradientflow.com/2022trendsreport/

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    Detailed show notes can be found on The Data Exchange web site.

  32. Applied NLP Research at Primer

    8 september 2022 · 42 min

    Afspelen
    John Bohannon is a Senior Director of Data Science and Head of Research at Primer AI, an end-to-end machine intelligence solution for textual data. We discussed their process of translating ML research into ML products, through the lens of several use cases. Lees meer

    Download a FREE copy of our recent NLP Industry Survey Results: https://gradientflow.com/2021nlpsurvey/

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    Detailed show notes can be found on The Data Exchange web site.

  33. Using SQL to Retrieve Data from APIs and Web Services

    1 september 2022 · 31 min

    Afspelen
    Jon Udell is community lead for Steampipe, an open-source tool that populates a database table with data retrieved from APIs. They use Postgres, which means that data is easy to explore and retrieve using SQL. Lees meer

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    Detailed show notes can be found on The Data Exchange web site.

  34. Machine Learning for Time Series Intelligence

    25 augustus 2022 · 40 min

    Afspelen
    Aadyot Bhatnagar, is a Senior Research Engineer at Salesforce, and co-creator of Merlion an open source framework for applying machine learning on time series data. Merlion supports a wide range of time series learning tasks including forecasting, anomaly detection, and change point detection. Lees meer

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    Detailed show notes can be found on The Data Exchange web site.

  35. Unleashing the power of large language models

    18 augustus 2022 · 39 min

    Afspelen
    Maarten Grootendorst, is a data scientist at IKNL, and more importantly, he’s the author of two open source libraries that I’ve come to love: BERTopic (topic modeling with transformers and c-TF-IDF) and PolyFuzz (fuzzy string matching). Both these projects bring the power of transformers and other leading edge models, and package them with simple APIs, clear documentation, and visualization tools. Lees meer

    Download a FREE copy of our recent NLP Industry Survey Results: https://gradientflow.com/2021nlpsurvey/

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    Detailed show notes can be found on The Data Exchange web site.

  36. Building production-ready machine learning pipelines

    11 augustus 2022 · 49 min

    Afspelen
    Hamza Tahir and Adam Probst are co-creators of ZenML, an extensible open source framework for building reproducible pipelines. We discuss the current state of ZenML, the many use cases that ZenML has been designed for, and its near-term roadmap. Lees meer

    Download the FREE Report: State of Workflow Orchestration → https://gradientflow.com/2022-workflow-orchestration-survey/?utm_source=gradientflow&utm_medium=DEpodcast

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    Detailed show notes can be found on The Data Exchange web site

  37. Machine Learning at Gong

    4 augustus 2022 · 37 min

    Afspelen
    Dr. Omri Allouche is Head of Research at Gong, a company that uses advances in NLP and speech models to identify and highlight risks and opportunities during customer interactions. Lees meer

    Download a FREE copy of our recent NLP Industry Survey Results: https://gradientflow.com/2021nlpsurvey/

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    Detailed show notes can be found on The Data Exchange web site.

  38. Data Infrastructure for Computer Vision

    28 juli 2022 · 36 min

    Afspelen
    Danny Bickson and Amir Alush are the creators of fastdup, a very impressive free tool for surfacing duplicates, anomalies, and leakage in visual data. In line with its name, it’s fast: fastdup is written in C++ and can handle millions of images easily. Lees meer

    Download a FREE copy of our recent NLP Industry Survey Results: https://gradientflow.com/2021nlpsurvey/

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    Detailed show notes can be found on The Data Exchange web site.

  39. How DALL·E works

    21 juli 2022 · 38 min

    Afspelen
    Mark Chen is a Research Scientist at OpenAI and part of the team behind DALL·E 2, a new AI system that can create realistic images and art based on natural language descriptions. Lees meer

    Download a FREE copy of our recent NLP Industry Survey Results: https://gradientflow.com/2021nlpsurvey/

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    Detailed show notes can be found on The Data Exchange web site.

  40. Scalable, end-to-end machine learning, for everyone

    14 juli 2022 · 47 min

    Afspelen
    Jules Damji is lead developer advocate, and Richard Liaw is an engineering manager at Anyscale, the startup founded by the creators of Ray, the open source project that makes it simple to scale any compute-intensive Python workload. Lees meer

    To learn more about Ray and how to scale machine learning applications, attend the Ray Summit (San Francisco / Aug 23-24) https://www.anyscale.com/ray-summit-2022?utm_source=gradientflow&utm_medium=DEpodcast

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    Detailed show notes can be found on The Data Exchange web site

  41. Orchestration and Pipelines for Data Scientists

    7 juli 2022 · 44 min

    Afspelen
    Rick Lamers is co-Founder and CEO at Orchest, the startup behind an open source project that enables data scientists to create, manage, and execute complex end-to-end data pipelines. Lees meer

    Download the FREE Report: State of Workflow Orchestration → https://gradientflow.com/2022-workflow-orchestration-survey/?utm_source=gradientflow&utm_medium=DEpodcast

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    Detailed show notes can be found on The Data Exchange web site

  42. Dataframes at scale

    30 juni 2022 · 37 min

    Afspelen
    Devin Petersohn is CTO and co-founder of Ponder, and the creator of Modin, a fast, scalable, drop-in replacement for the popular Pandas library. Lees meer

    Download the FREE Report: State of Workflow Orchestration → https://gradientflow.com/2022-workflow-orchestration-survey/?utm_source=gradientflow&utm_medium=DEpodcast

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    Detailed show notes can be found on The Data Exchange web site

  43. Software-Defined Assets

    23 juni 2022 · 41 min

    Afspelen
    Nick Schrock is founder and Elementl, the startup behind Dagster, a popular open source, data orchestration platform. We discussed recent trends in data engineering and infrastructure, and Dagster’s introduction of software-defined assets, a new approach to managing, maintaining, and orchestrating data declaratively. Lees meer

    Download the FREE Report: State of Workflow Orchestration → https://gradientflow.com/2022-workflow-orchestration-survey/?utm_source=gradientflow&utm_medium=DEpodcast

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    Detailed show notes can be found on The Data Exchange web site

  44. Adversarial Machine Learning

    16 juni 2022 · 47 min

    Afspelen
    Edmon Begoli, leads the AI Systems R&D section at Oak Ridge National Laboratory (ORNL), where he is also a distinguished member of the ORNL research staff. Our conversation centered on his upcoming presentation at the Data+AI Summit, where he will describe the four principal categories of Adversarial AI and their future implications. Lees meer

    Download the FREE Report: Trends in Data, Machine Learning, and AI → https://gradientflow.com/2022trendsreport?utm_source=DEpodcast

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    Detailed show notes can be found on The Data Exchange web site.

  45. Orchestrating Machine Learning Applications

    9 juni 2022 · 47 min

    Afspelen
    Haytham Abuelfutuh is co-founder and CTO of Union, a startup founded by the team behind Flyte, a popular open source project originated by Lyft. Flyte is a workflow automation platform used for many different applications, but especially as an orchestrator for machine learning applications. Lees meer

    Download the FREE Report: State of Workflow Orchestration → https://www.prefect.io/lp/gradientflow?utm_source=gradientflow&utm_medium=newsletter

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    Detailed show notes can be found on The Data Exchange web site.

  46. Narrative AI

    2 juni 2022 · 41 min

    Afspelen
    This week’s guest is Hilary Mason, co-founder of Hidden Door, a startup that uses AI and machine learning to help create and power role-playing games (RPG). Lees meer

    Download a FREE copy of our recent NLP Industry Survey Results: https://gradientflow.com/2021nlpsurvey/

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    Detailed show notes can be found on The Data Exchange web site.

  47. Machine Learning Model Observability

    26 mei 2022 · 40 min

    Afspelen
    Oren Razon is CEO and co-founder of Superwise, a startup that builds tools to streamline observability for machine learning models. This episode provides a comprehensive overview of tools and best practices for deploying, monitoring, and managing machine learning models in production. Lees meer

    Download the FREE Report: Trends in Data, Machine Learning, and AI → https://gradientflow.com/2022trendsreport?utm_source=DEpodcast

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    Detailed show notes can be found on The Data Exchange web site.

  48. Dataflow Automation

    19 mei 2022 · 47 min

    Afspelen
    Jeremiah Lowin is co-founder and CEO of Prefect, the company behind the popular open source data workflow orchestration system with the same name. We discussed the major design changes in Prefect 2.0, their move towards treating “code as workflows”, data engineering challenges facing data and ML teams today, and implications of looming trends in machine learning and AI. Lees meer

    Download the FREE Report: State of Workflow Orchestration → https://www.prefect.io/lp/gradientflow?utm_source=gradientflow&utm_medium=newsletter

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    Detailed show notes can be found on The Data Exchange web site.

  49. Practical Machine Learning and Deep learning

    12 mei 2022 · 48 min

    Afspelen
    Sebastian Raschka is lead author of a new book from Packt entitled “Machine Learning with PyTorch and Scikit-Learn”. He is also an Assistant Professor of Statistics at the University of Wisconsin (Madison), and serves as the Lead AI Educator at Grid.ai. Lees meer

    Download a FREE copy of our recent NLP Industry Survey Results: https://gradientflow.com/2021nlpsurvey/

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    Detailed show notes can be found on The Data Exchange web site.

  50. Machine Learning for Optimization

    5 mei 2022 · 26 min

    Afspelen
    This week’s guests are Ade Fajemisin (Postdoctoral Researcher) and Donato Maragno (PhD Student) of the University of Amsterdam. They were co-authors of a recent paper (“Optimization with Constraint Learning: A Framework and Survey”) that explores how machine learning can be used to learn constraints in optimization problems. Lees meer

    Download the FREE Report: Trends in Data, Machine Learning, and AI → https://gradientflow.com/2022trendsreport?utm_source=DEpodcast

    Subscribe: Apple • Android • Spotify • Stitcher • Google • AntennaPod • RSS.

    Detailed show notes can be found on The Data Exchange web site.