platform-teams
144 talks
Agentic DX: Bringing IDP into your IDE
Architecting Modern AI Systems: Platforms, Agents, and Integration
PodcastHow We Cut LLM Latency 70% With TensorRT in Production
A Playground for AI Engineers
From Notebooks to Production FASTER
Accelerating Growth Through Optimizing GPU Usage
PodcastThe GPU Uptime Battle
How to Self-Host an AI Agent
PodcastInside Uber's AI Revolution: Everything About How They Use AI/ML
PodcastPackaging MLOps Tech Neatly for Engineers and Non-engineers
Hard Learned Lessons from Over a Decade in AI
Iceberg, MCP, and MLOps: Bridging the Gaps for Enterprise
PodcastI Am Once Again Asking "What is MLOps?"
PodcastEfficient GPU infrastructure at LinkedIn
Comparing ZenML, Metaflow, and all the other DAG tools
PodcastKubernetes, AI Gateways, and the Future of MLOps
PodcastEvolving Workflow Orchestration
PodcastRe-Platforming Your Tech Stack
Building an ML Platform from scratch
Exploring SQLmesh
Chronon: Airbnb's Open-Source Data Platform
Common ML Serving Architectures Explained
Engineering Your AI Platform
How Feature Stores Work
The Evolution of Lyft's Feature Store
The Future of Data: Composability & the Modular Data Stack
PodcastCentralized or Decentralized ML Platform?
PodcastReinvent Yourself and Be Curious
PodcastGlobal Feature Store: Optimizing Locally and Scaling Globally at Delivery Hero
PodcastWho's MLOps for Anyway?
PodcastDesign and Development Principles for LLMOps
Data Quality = Quality AI
PodcastAccelerating Multimodal AI
PodcastUber's Michelangelo: Strategic AI Overhaul and Impact
Navigating the Emerging LLMOps Stack
AI Innovations: The Power of Feature Platforms
PodcastLeading Enterprise Data Teams
PodcastDesigning ML Infra for ML & LLM Use Cases
PodcastLightweight Feature Platform
PodcastMLOps at the Crossroads
PodcastChallenges Operationalizing ML (And Some Solutions)
MeetupScaling MLOps for Computer Vision
PodcastThe Future of Feature Stores and Platforms
PodcastLessons on Data Teams Leadership
PodcastMLOps at GetYourGuide
PodcastBuilding an ML Platform: Insights, Community, and Advocacy
PodcastTecton Round-table // Get your ML Application Into Production
PodcastFrom Virtualization to AI Integration
LLM on Kubernetes
PodcastEliminating Garbage In/Garbage Out for Analytics and ML
PodcastClean Code for Data Scientists
PodcastWhy is MLOps Hard in an Enterprise?
PodcastMLOps Build or Buy, Startup vs. Enterprise?
PodcastMachine Learning Education at Uber
PodcastML Scalability Challenges
PodcastAirflow Sucks for MLOps
PodcastML in Production: A DS from Ubisoft Perspective
PodcastMachine Learning Care
MeetupTeam Aurora: Accelerating ML with Kubeflow
Podcast"Real-Time" ML: Features and Inference
MeetupDriving ML Data Quality with Data Contracts
MeetupApplying DevOps Practices in Data and ML Engineering
PodcastManaging Machine Learning Projects
PodcastML Unicorn Start-up Investor Tells-IT-All
PodcastDatabricks Model Serving V2
PodcastBringing DevOps Agility to ML
PodcastMLOps at DoorDash
PodcastML Platforms, Where to Start?
PodcastScaling Machine Learning with Data Mesh
PodcastHow Hera is an Enabler of MLOps Integrations
PodcastBuilding Better Data Teams
PodcastMLflow Pipelines: Opinionated ML Pipelines in MLflow
PodcastWhy and When to Use Kubeflow for MLOps
PodcastDeclarative Machine Learning Systems: Big Tech Level ML Without a Big Tech Team
PodcastMLOps as Tool to Shape Team and Culture
PodcastThe Shipyard: Lessons Learned While Building an ML Platform
PodcastBringing Audio ML Models into Production
PodcastA Journey in Scaling ML
PodcastML Platform Tradeoffs and Wondering Why to Use Them
PodcastBuilding ML/Data Platform on Top of Kubernetes
PodcastLessons from Studying FAANG ML Systems
Reading groupFeature Stores at Shopify and Skyscanner
MeetupTrustworthy Data for Machine Learning
PodcastPractitioners Guide to MLOps
PodcastPlatform Thinking: A Lemonade Case Study
PodcastData Mesh: Data Quality Control Mechanism for MLOps?
PodcastOn Structuring an ML Platform 1 Pizza Team
MeetupSetting up an ML Platform on GCP: Lessons Learned
PodcastBuilding for Small Data Science Teams
Modern ML Stack is a Lie
PodcastWikimedia MLOps
PodcastML Stepping Stones: Challenges & Opportunities for Companies
PodcastThe Future of Data Science Platforms is Accessibility
PodcastPyTorch: Bridging AI Research and Production
MeetupMLOps at Volvo Cars
MeetupDoing MLOps
PodcastThe Future of ML and Data Platforms
PodcastMLOps Insights
PodcastVector Similarity Search at Scale
MeetupBuilding Machine Learning Models into Docker Images
mlctl and Hydrosphere Open Source MLOps Libraries Demo
PodcastCreating MLOps Standards
PodcastAggressively Helpful Platform Teams
SGT Model Deployment Working Group
PodcastTour of Upcoming Features on the Hugging Face Model Hub
MeetupOrchestrating Spark Jobs with Kubeflow
PodcastFast.ai, AutoML, and Software Engineering for ML
MeetupProject/Product Management for MLOps
PodcastMaturing Machine Learning in Enterprise
MeetupBuilding an ML Platform from Scratch: Live Coding Session
SGT Model Deployment Working Group May 19, 2021 Meeting
PodcastMLOps: A Leader's Perspective
MeetupFrom Idea to Production ML
PodcastLuigi in Production Part 2
PodcastWar Stories Productionising ML
PodcastMachine Learning at Atlassian
MeetupMLOps Community 1 Year Anniversary!
PodcastMLOps Investments
MeetupOperationalizing Machine Learning at a Large Financial Institution
MeetupHow to Avoid Suffering in MLOps/Data Engineering Role
PodcastMLOps Engineering Labs Recap, Part 2
PodcastCulture and Architecture in MLOps
Meetup2 tools = 90% operational ML
PodcastMachine Learning Feature Store Panel Discussion
PodcastMost Underrated MLOps Topics
PodcastSRE for ML Infra
MeetupHow To Move From Barely Doing BI to Doing AI
MeetupHuman-centric ML Infrastructure: A Netflix Original
PodcastMonzo Bank - An MLOps Case Study
The intersection between DataOps and privacy
MeetupUN Global Platform
PodcastHow to Choose the Right ML Tool
MeetupScaling ML Capabilities in Large Organizations
MeetupHow to Leverage ML Tooling Ecosystem
PodcastMLOps: Isn't That Just DevOps?
MeetupBuild vs Buy an ML Platform
MeetupRunning a Fintech on Machine Learning
PodcastServing Models with Kubeflow
MeetupFury Platform and Fury Data Apps at Mercado Libre
MeetupMachine Learning at Scale in Mercado Libre
Meetup10 Years Deploying ML in the Enterprise: The Inside Scoop!
MeetupMLOps - The Blind Men and the Elephant
MeetupBuilding an ML Platform at SurveyMonkey
MeetupHierarchy of Machine Learning Needs