model-serving
112 talks
Fast & Asynchronous: Drift Your AI, Not Your GPU Bill
PodcastIs Open Source Software Actually Secure?
How to Self-Host an AI Agent
The Hidden Infrastructure Behind Every AI Agent
PodcastThe Truth About LLM Training
PodcastInside Uber's AI Revolution: Everything About How They Use AI/ML
PodcastMLOps with Databricks
Building Robust AI Systems with Battle-tested Frameworks
PodcastGenAI Traffic: Why API Infrastructure Must Evolve... Again
PodcastKubernetes, AI Gateways, and the Future of MLOps
Common ML Serving Architectures Explained
Real-Time Event Processing for AI/ML with Numaflow
The Next Revolution in AI: LLMs and Beyond
PodcastMLOps for GenAI Applications
PodcastUber's Michelangelo: Strategic AI Overhaul and Impact
Navigating the Emerging LLMOps Stack
PodcastRetrieval Augmented Generation
Productionizing AI: How to Think From the End
PodcastFedML Nexus AI: Your Generative AI Platform at Scale
Streamlining Model Deployment
Introducing DBRX: The Future of Language Models
Productionizing Health Insurance Appeal Generation
Building a Python-Centric Feature Platform to Power Production AI Applications
Graduating from Proprietary to Open Source Models in Production
Vision Pipelines in Production: Serving & Optimisations
PodcastDesigning ML Infra for ML & LLM Use Cases
PodcastAds Ranking Evolution at Pinterest
PodcastMLOps at the Crossroads
PodcastDesigning for Forward Compatibility in Gen AI
Building RAG-based LLM Applications for Production
Efficient Serving of LLMs for Experimentation and Production with Fireworks.ai
Fireside Chat with LLM Startups
PodcastMLOps at GetYourGuide
PodcastBuilding an ML Platform: Insights, Community, and Advocacy
LLMs vs LMs in Production
Preemption Chaos and Optimizing Server Startup
Considerations and Optimizations for Deploying Open Source LLMs at Your Company
Enabling Defense Missions with Local LLMs
End-to-end Modern Machine Learning in Production
Unleashing Code Completion with LLMs
Challenges in Providing LLMs as a Service
LLMs For the Rest of Us
Build and Customize LLMs in Less than 10 Lines of YAML
Scalable Evaluation and Serving of Open Source LLMs
Taking ImgFlip's 'This Meme Does Not Exist' to the Next Level with a LLM
PodcastThe Long Tail of ML Deployment
PodcastClean Code for Data Scientists
PodcastWhy is MLOps Hard in an Enterprise?
Cost Optimization and Performance
MeetupDeclarative MLOps: Streamlining Model Serving on Kubernetes
MeetupVertex AI Workshop
PodcastWhat is Data / ML Like on League?
PodcastDatabricks Model Serving V2
PodcastMLOps at DoorDash
PodcastML Platforms, Where to Start?
PodcastTurning Redis into a Composable, ML Data Platform
PodcastMLflow vs Kubeflow 2022
PodcastWhy and When to Use Kubeflow for MLOps
MeetupFLOps with Scaleout's Open-core Platform
MeetupThe Post Modern Stack
MeetupBuilding a Movie Recommendation System on Tecton with Snowflake
Scaling Real-time Machine Learning at Chime
PodcastGPU For Machine Learning
PodcastReal-time Model Inference in a Video Streaming Environment
PodcastDon't Listen Unless You Are Going to Do ML in Production
MeetupApplications of Data Science
PodcastLessons from Studying FAANG ML Systems
PodcastPlatform Thinking: A Lemonade Case Study
PodcastCalibration for ML at Etsy
MeetupJust Build It! Tips for Making ML Engineering and MLOps Real
Podcast2021 MLOps Year in Review
MeetupSetting up an ML Platform on GCP: Lessons Learned
PodcastWikimedia MLOps
PodcastI Don't Like Jupyter Notebooks
PodcastThe Future of ML and Data Platforms
MeetupSystem Design for Recommendations and Search
MeetupBuilding Machine Learning Models into Docker Images
mlctl and Hydrosphere Open Source MLOps Libraries Demo
PodcastAggressively Helpful Platform Teams
PodcastTour of Upcoming Features on the Hugging Face Model Hub
MeetupBuilding ML Blocks with Kubeflow Orchestration with Feature Store
PodcastLearning from 150 Successful ML-enabled Products at Booking.com
How Pinterest Powers Image Similarity
SGT Model Deployment Working Group June 22, 2021 Meeting
PodcastMaturing Machine Learning in Enterprise
MeetupBuilding an ML Platform from Scratch: Live Coding Session
SGT Model Deployment Working Group May 19, 2021 Meeting
PodcastMachine Learning at Atlassian
PodcastMLOps Engineering Labs Recap, Part 2
PodcastMLOps Engineering Labs Recap, Part 1
MeetupMachine Learning Design Patterns for MLOps
MeetupReal-time Feature Pipelines, A Personal History
PodcastSRE for ML Infra
PodcastMonzo Bank - An MLOps Case Study
MeetupOperationalize Open Source Models with SAS Open Model Manager
PodcastMLOps + Machine Learning
PodcastAnalyzing "Continuous Delivery and Automation Pipelines in ML", Part 3
MeetupBring Your On-Prem ML Use Cases to Production on Google Cloud using Kubeflow
MeetupStreaming Machine Learning with Apache Kafka and Tiered Storage
MeetupBuilding Say Less: An AI-Powered Summarization App
MLOps Cubonacci workshop
MeetupScaling ML Capabilities in Large Organizations
MeetupHow to Leverage ML Tooling Ecosystem
PodcastMLOps: Isn't That Just DevOps?
MeetupDeep Dive on Paperspace Tooling
PodcastDifferent Ways of Serving ML Models
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
MeetupTrueLayer's MLOps Pipeline
MeetupBuilding an ML Platform at SurveyMonkey