Demetrios
MLOps.community
Relaxed Conversations around getting AI into production, whatever shape that may come in (agentic, traditional ML, LLMs, Vibes, etc)
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Episodes
MLOps Coffee Sessions #9 Analyzing the Article “Continuous Delivery and Automation Pipelines in Machine Learning “ // Part 1 14.09.2020 59:20
Join the Community: https://go.mlops.community/YTJoinIn Get the newsletter: https://go.mlops.community/YTNewsletter In this last episode, we covered how Google is thinking about MLOps and how automation plays a key part in their view of MLOps. We started to talk about CI, CD, and the r...
MLOps Meetup #32 Building Say Less: An AI-Powered Summarization App // Yoav Zimmerman - Founder of Model Zoo 08.09.2020 53:17
Join the Community: https://go.mlops.community/YTJoinIn Get the newsletter: https://go.mlops.community/YTNewsletter Yoav is the builder behind Say Less, an AI-powered email summarization tool that was recently featured on the front page of Hacker News and Product Hunt. In this talk, Yoav...
MLOps Coffee Sessions #8 // MLOps from the Perspective of an SRE // Neeran Gul 08.09.2020 57:45
Join the Community: https://go.mlops.community/YTJoinIn Get the newsletter: https://go.mlops.community/YTNewsletter || Links Referenced in the Show || General Info: https://medium.com/@paktek123 Load Balancer Series: https://medium.com/load-balancer-series Upcoming Open Source: https://mediu...
MLOps Meetup #31 // Creating Beautiful Ambient Music with Google Brain’s Music Transformer // Daniel Jeffries - Chief Technology Evangelist at Pachyderm 05.09.2020 56:00
Join the Community: https://go.mlops.community/YTJoinIn Get the newsletter: https://go.mlops.community/YTNewsletter We trained a Transformer neural net on ambient music to see if a machine can compose with the great masters. Ambient is a soft, flowing, ethereal genre of music that I’ve loved fo...
MLOps Coffee Sessions #7 // MLOps and DevOps - Parallels and Deviations // Featuring Damian Brady 31.08.2020 55:31
Join the Community: https://go.mlops.community/YTJoinIn Get the newsletter: https://go.mlops.community/YTNewsletter MLOps and DevOps have a large number of parallels. Many of the techniques, practices, and processes used for traditional software projects can be followed almost exactly in ML projec...
MLOps Meetup #30 // Path to Production and Monetizing Machine Learning // Vin Vashishta - Data Scientist | Strategist | Speaker & Author 20.08.2020 56:50
Join the Community: https://go.mlops.community/YTJoinIn Get the newsletter: https://go.mlops.community/YTNewsletter The concept of machine learning products is a new one for the business world. There is a lack of clarity around key elements: Product Roadmaps and Planning, the Machine Learning Lifecyc...
MLOps Meetup #29 // Scaling Machine Learning Capabilities in Large Organizations // Bertjan Broeksema & Axel Goblet 10.08.2020 1:02:54
Join the Community: https://go.mlops.community/YTJoinIn Get the newsletter: https://go.mlops.community/YTNewsletter Machine learning has become an increasingly important means for organizations to extract value from their data. Many companies start off with successful proofs of value but face problems w...
MLOps Coffee Sessions #6 // Continuous Integration for ML // Featuring Elle O'Brien 08.08.2020 1:02:01
Join the Community: https://go.mlops.community/YTJoinIn Get the newsletter: https://go.mlops.community/YTNewsletter David & Elle talk about how one of the staples of DevOps, the practice of continuous integration, can work for machine learning. Continuous integration is a tried-and-true method for spee...
MLOps Coffee Sessions #5 // Airflow in MLOps // Featuring Simon Darr and Byron Allen 04.08.2020 53:50
Join the Community: https://go.mlops.community/YTJoinIn Get the newsletter: https://go.mlops.community/YTNewsletter Airflow is a renowned tool for data engineering. It helps with orchestrating ETL workloads, and it's well-regarded amongst machine learning engineers as well. So, how does Airflow work, and...
MLOps #28 Continuous Evaluation & Model Experimentation // Danny Ma - Founder & CEO at Sydney Data Science 26.07.2020 1:00:36
Join the Community: https://go.mlops.community/YTJoinIn Get the newsletter: https://go.mlops.community/YTNewsletter Most MLOps discussion traditionally focuses on model deployment, containerization, and model serving - but where do the inputs come from, and where do the outputs get used? In this session, we demy...
MLOps Coffee Sessions #4: A Conversation Around Feature Stores with Venkata Pingali and Jim Dowling 25.07.2020 1:03:17
Join the Community: https://go.mlops.community/YTJoinIn Get the newsletter: https://go.mlops.community/YTNewsletter We asked what you wanted to hear next in our Coffee sessions, and the vote was in favor of feature stores! Today, the usual suspects, Demetrios Brinkmann and David Aponte, sat down to talk with Jim Do...
MLOps #27 ML Observability // Aparna Dhinakaran - Chief Product Officer at Arize AI 24.07.2020 55:21
Join the Community: https://go.mlops.community/YTJoinIn Get the newsletter: https://go.mlops.community/YTNewsletter As more and more machine learning models are deployed into production, it is imperative that we have better observability tools to monitor, troubleshoot, and explain their decisions. In this talk, Aparna...
MLOps Meetup #26 // How to Leverage ML Tooling Ecosystem // Mariya Davydova - Head of Product at Neu.ro 20.07.2020 56:06
Join the Community: https://go.mlops.community/YTJoinIn Get the newsletter: https://go.mlops.community/YTNewsletter In this talk, I demonstrate an example of an ML project development and production workflows which we build on top of our proprietary core - Neu.ro - using a number of open-source and proprietary tools: Jup...
MLOps Coffee Sessions #3 MLOps: Isn't That Just DevOps? // Featuring Ryan Dawson 16.07.2020 1:06:39
Join the Community: https://go.mlops.community/YTJoinIn Get the newsletter: https://go.mlops.community/YTNewsletter It can be tricky to explain MLOps to colleagues and managers who are used to traditional software engineering and DevOps, let alone your gran. We have to answer the 'Isn't that just DevOps?' questi...
MLOps Meetup #25 // Python and Dask: Scaling the DataFrame // Dan Gerlanc - Founder of Enplus Advisors 12.07.2020 1:29:06
Join the Community: https://go.mlops.community/YTJoinIn Get the newsletter: https://go.mlops.community/YTNewsletter Python's most popular data science libraries—pandas, numpy, and scikit-learn—were designed to run on a single computer, and in some cases, using a single processor. Whether this computer is a laptop or a s...
MLOps Meetup #23 // Monitoring the ML Stack // Lina Weichbrodt 11.07.2020 55:53
Join the Community: https://go.mlops.community/YTJoinIn Get the newsletter: https://go.mlops.community/YTNewsletter How To Monitor Machine Learning Stacks - Why Current Monitoring is Unable to Detect Serious Issues and What to Do About It with Lina Weichbrodt. Monitoring usually focuses on the “four golden signals”: latency,...
MLOps Meetup #24 // How to Become a Better Data Scientist: The Definite Guide // Alexey Grigorev 10.07.2020 1:00:45
Join the Community: https://go.mlops.community/YTJoinIn Get the newsletter: https://go.mlops.community/YTNewsletter How to become a better data scientist: the definitive guide with Alexey Grigorev We all know what we need to do to be good data scientists: know machine learning, be able to program, and be fluent in SQL and Python....
MLOps #22 Feature Stores: An Essential Part of the ML Stack to Build Great Data // Kevin Stumpf - Co-Founder & CTO at Tecton 04.07.2020 1:05:54
Join the Community: https://go.mlops.community/YTJoinIn Get the newsletter: https://go.mlops.community/YTNewsletter Companies are increasingly investing in Machine Learning (ML) to deliver new customer experiences and re-invent business processes. Unfortunately, the majority of operational ML projects never make it to production....
MLOps Meetup #21 Deep Dive on Paperspace Tooling // Misha Kutsovsky - Senior ML Architect at Paperspace 28.06.2020 1:07:14
David Aponte and Misha sat down and talked in depth about what the ML tool Paperspace can do. Join the Community: https://go.mlops.community/YTJoinIn Get the newsletter: https://go.mlops.community/YTNewsletter Misha Kutsovsky is a Senior Machine Learning Architect at Paperspace, working on the Gradient team. He has expertise in machine l...
MLOps Meetup #18 // Nubank - Running a Fintech on ML // Caique Lima and Cristiano Breuel 21.06.2020 53:38
Running a Fintech on Machine Learning Join the Community: https://go.mlops.community/YTJoinIn Get the newsletter: https://go.mlops.community/YTNewsletter For this meetup, we sat down with Caique Lima and Cristiano Breuel, Machine Learning Engineers at the Brasilian Fintech Nubank. Nubank is a Fintech providing credit and banking services...
MLOps Meetup #19 // DataOps and Data Versioning in ML // Dmitry Petrov 19.06.2020 1:02:10
DataOps and Data Version Control MLOps.community meetup #19 with the Founder and creator of DVC.org Dmitry Petrov. Join the Community: https://go.mlops.community/YTJoinIn Get the newsletter: https://go.mlops.community/YTNewsletter Data versioning and data management are core components of MLOps and any end-to-end AI platform. What challenge...
MLOps Coffee Sessions #1: Serving Models with Kubeflow 13.06.2020 49:56
Join the Community: https://go.mlops.community/YTJoinIn Get the newsletter: https://go.mlops.community/YTNewsletter MLOps coffee sessions coming at you with our primer episode talking bout KFserving! David Aponte and Demetrios Brinkmann dive deep into what model serving is in machine learning, what different types of serving there are, what serv...
MLOps Meetup #17 // The Challenges of ML Operations & How Hermione Helps Along the Way // Neylson Crepalde 11.06.2020 1:01:29
MLOps.community meetup #17: a deep dive into the open source ML framework Hermoine built on top of MLflow with Neylson Crepalde Join the Community: https://go.mlops.community/YTJoinIn Get the newsletter: https://go.mlops.community/YTNewsletter Key takeaways for attendees: MLOps problems are dealt with tools but also with processes. Open-source fram...
MLOps Meetup #16 // Venture Capital and Machine Learning Startups with John Spindler 06.06.2020 57:29
Join the Community: https://go.mlops.community/YTJoinIn Get the newsletter: https://go.mlops.community/YTNewsletter Venture Capital in Machine Learning Startups With John Spindler, CEO of Capital Enterprise. John Spindler, CEO of Capital Enterprise. We talked about what trends he has been seeing within MLOps, ML companies, and also how he evaluates a d...
MLOps Meetup #15 Scaling Human-in-the-Loop Machine Learning with Robert Munro 04.06.2020 55:03
Human In The Loop Machine Learning and how to scale it with Robert Munro. Join the Community: https://go.mlops.community/YTJoinIn Get the newsletter: https://go.mlops.community/YTNewsletter This conversation centered around the components of Human-in-the-Loop Machine Learning systems and the challenges when scaling them. Most machine learning applications...
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