Beginner Lessons

Importance of Platform // Julien Chaumond // Coffee Sessions #48 short clip

A Few Learnings from Building a Bootstrapped MLOps Services Startup//Soumanta Das//CoffeeSessions#56

Engineering Best Practices for Machine Learning // Alex Serban // MLOps Meetup #79

Learning and Teaching MLOps Applications // Salwa Muhammad // MLOps Coffee Sessions #55

Moldable Development with Glamorous Toolkit // Tudor Gîrba // MLOps Meetup #77

Machine Learning SRE // Niall Murphy // MLOps Coffee Sessions #54

Vector Similarity Search at Scale // Dave Bergstein // MLOps Coffee Sessions #52

Building Machine Learning Models into Docker Images // Luke Marsden // MLOps Meetup #76

SGT Working Group Aug 24, 2021 - mlctl and hydrosphere Open Source MLOps Libraries Demo

What MLOps Has Taught Me // Ewan Nicolson // MLOps Meetup #75

Creating MLOps Standards // Alex Chung and Srivathsan Canchi // MLOps Coffee Sessions #50

Aggressively Helpful Platform Teams // Stefan Krawczyk // MLOps Coffee Sessions #49

Building an ML Platform from Scratch: Live Coding Session - Part 2 //Alon Gubkin // MLOps Meetup #74

Production and Development Responsibilities // Diego Oppenheimer // Coffee Sessions #45 short clip

Core Use Cases of Seek // Grant Wright // Coffee Session #44 short clip

The SAME Project: A Cloud Native Approach to Reproducible ML // David Aronchick // MLOps Meetup #73

SGT Model Deployment Working Group

Tour of Upcoming Features on the Hugging Face Model Hub// Julien Chaumond //MLOps Coffee Sessions#48

Shadow IT/Shadow MLOps/Shadow DevOps // Korri Jones // Meetup #68 short clip

Building ML Blocks with Kubeflow Orchestration with Feature Store //Aniruddha Choudhury// Meetup #72

Orchestrating Spark Jobs with Kubeflow // Sadik Bakiu // MLOps Meetup #71

Fast.ai, AutoML, and Software Engineering for ML // Jeremy Howard // Coffee Session #47

Learning from 150 Successful ML-enabled Products at Booking.com // Pablo Estevez // Coffee Ses'n #46

Take a risk or stay safe? // Alfredo Deza // Meetup #66 short clip

Machine Learning in Cybersecurity // Monika Venčkauskaitė // MLOps Meetup #70

Enterprise Security and Governance MLOps // Diego Oppenheimer // MLOps Coffee Sessions #45

Autonomy vs. Alignment: Scaling AI Teams to Deliver Value// Grant Wright //MLOps Coffee Sessions #44

How Pinterest Powers Image Similarity // Shaji Chennan Kunnummel // System Design Reviews #1

Engineering MLOps // Emmanuel Raj // MLOps Meetup #69

Control Theory // Amit Paka // MLOps Coffee Sessions #42 short clip

SGT Model Deployment Working Group June 22, 2021 Meeting

Project/Product Management for MLOps//Korri Jones-Simarpal Khaira-Veselina Staneva//MLOps Meetup #68

Twitch Affecting Felipe's Career // Felipe Campos Penha// Meetup #63 short clip

Maturing Machine Learning in Enterprise // Kyle Gallatin // MLOps Coffee Sessions #43

Building an ML Platform from Scratch: Live Coding Session // Alon Gubkin // MLOps Meetup #67

Being Focused on the Business Problems // Luigi Patruno // MLOps Coffee Sessions #36 short clip

Practical MLOps Part 2 // Alfredo Deza // MLOps Meetup #66

Organizational Notion of MLOps // Stephen Galsworthy // Coffee Session #39 short clip

Common Mistakes in the ML Development Lifecycle // Kseniia Melnikova // MLOps Meetup #65

Model Performance Monitoring and Why You Need it Yesterday // Amit Paka // MLOps Coffee Sessions #42

CI/CD in MLOPS // Monmayuri Ray // MLOps Coffee Sessions #41

Operationalize Machine Learning at Scale with MLOps // Christopher Bergh // MLOps Meetup #64

The Whole of MLOps is Greater Than the Sum of its Parts

Introducing Social Good Technologies, a MLOps industry non-profit association

SGT Model Deployment Working Group May 19, 2021 Meeting

MLOps: A Leader's Perspective // Stephen Galsworthy // MLOps Coffee Sessions #39

Price change ML in Skyscanner? // Mike Moran // MLOps Meetup #61 clip

Learnings from Live Coding: An MLOps Project on Twitch // Felipe Campos Penha // MLOps Meetup #63