Beyond the Model Zoo: Optimizing Foundation Models for Your Application
31 min

Beyond the Model Zoo: Optimizing Foundation Models for Your Application

MLOps World - MLOps World & Generative AI World 2024
Salma Mayorquin
data-synthesis ai-optimization foundation-models large-language-models llm-evaluation parameter-efficient-fine-tuning peft lora mlops machine-learning artificial-intelligence model-deployment
Apache Airflow: Where Data Engineers and ML Engineers Meet
47 min

Apache Airflow: Where Data Engineers and ML Engineers Meet

MLOps World - MLOps World & Generative AI World 2024
Tamara Fingerlin
apache-airflow data-engineering mlops generative-ai python orchestration pipelines docker retrieval-augmented-generation llm machine-learning data-pipelines
LLM Evaluation to Craft Delightful Content From Messy Inputs
33 min

LLM Evaluation to Craft Delightful Content From Messy Inputs

MLOps World - MLOps World & Generative AI World 2024
Shin Liang
content-generation text-summarization evaluation-framework information-extraction llm large-language-models natural-language-processing nlp machine-learning evaluation-data api-design
How to Design and Build Resilient Machine Learning Systems
30 min

How to Design and Build Resilient Machine Learning Systems

MLOps World - MLOps World & Generative AI World 2024
Dan Shiebler
adversarial-attacks cyber-security feedback-loop machine-learning mlops resilience data-modeling model-training production-ml anomaly-detection
Building an MLOps Team
6 min

Building an MLOps Team

MLOps World - MLOps World & Generative AI World 2024
Marcelo Litovsky Magd Bayoumi
hiring-strategies development-teams ai-operations mlops machine-learning ai business-value
Supercharging Recommender Systems: Unleashing the Power of Distributed Model Training
22 min

Supercharging Recommender Systems: Unleashing the Power of Distributed Model Training

MLOps World - MLOps World & Generative AI World 2024
Susrutha Gongalla
recommender-systems distributed-training data-parallelism stitch-fix machine-learning pytorch gpu-computing model-training deep-learning scalability python
Learning from Extremes: What Fraud-Fighting at Scale Can Teach Us About MLOps Across Domains
30 min

Learning from Extremes: What Fraud-Fighting at Scale Can Teach Us About MLOps Across Domains

MLOps World - MLOps World & Generative AI World 2024
Greg Kuhlmann
fraud-prevention training-serving-consistency mlops machine-learning real-time-ml data-modeling feature-engineering observability agile-development data-pipelines inference scalability
MLOps Isn't That Hard: Modular Stack with Open-Source Tools
9 min

MLOps Isn't That Hard: Modular Stack with Open-Source Tools

MLOps World - MLOps World & Generative AI World 2024
Adam Probst
pipelines mlops machine-learning python open-source data-science devops deployment orchestration reproducibility automation
Evolution of ML Training and Serving Infrastructure @ Pinterest Ads
27 min

Evolution of ML Training and Serving Infrastructure @ Pinterest Ads

MLOps World - MLOps World & Generative AI World 2024
Aayush Mudgal
training-infrastructure serving-infrastructure pinterest ads-ranking gpu-serving machine-learning ml-infrastructure transformer-models feature-engineering data-processing model-monitoring mlops
Low-latency Model Inference in Finance: A Close Look at Seldon V2
31 min

Low-latency Model Inference in Finance: A Close Look at Seldon V2

MLOps World - MLOps World & Generative AI World 2024
Vincent David Michael Meredith
model-inference low-latency service-oriented-architecture dag seldon machine-learning fintech kubernetes custom-resource-definitions mlops api-gateway grpc kafka
From Model T to Machine Learning: A Glimpse into Ford's MLOps and Hybrid Infrastructure Strategy
36 min

From Model T to Machine Learning: A Glimpse into Ford's MLOps and Hybrid Infrastructure Strategy

MLOps World - MLOps World & Generative AI World 2024
Naiel Samaan Valmir Bucaj
on-premise google-cloud-platform airflow mlops machine-learning ai hybrid-cloud gcp docker kubernetes data-modeling devops
Synthetic Data: Generative AI for Enhanced Data Quality in the Era of Foundational Models
35 min

Synthetic Data: Generative AI for Enhanced Data Quality in the Era of Foundational Models

MLOps World - MLOps World & Generative AI World 2024
Fabiana Clemente
foundational-models data-augmentation gan data-democratization generative-ai synthetic-data data-quality llms bias-mitigation data-privacy machine-learning artificial-intelligence generative-models transformers