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
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
Building ML and GenAI Systems with Metaflow
48 min

Building ML and GenAI Systems with Metaflow

MLOps World - MLOps World & Generative AI World 2024
Ville Tuulos
ai-systems ml machine-learning genai generative-ai metaflow data-engineering model-training inference python mlops
Evaluating LLMs and RAG Pipelines at Scale
36 min

Evaluating LLMs and RAG Pipelines at Scale

MLOps World - MLOps World & Generative AI World 2024
Eric Korman
valor llm rag mlops llm-ops pipelines language-models natural-language-processing data-management model-training model-deployment
Investigating the Evolution of Evaluation from Model Training to GenAI Inference
39 min

Investigating the Evolution of Evaluation from Model Training to GenAI Inference

MLOps World - MLOps World & Generative AI World 2024
Anish Shah
generative-ai large-language-models llm evaluation-metrics model-training fine-tuning ai-ethics bias-detection toxicity-detection natural-language-processing machine-learning
Generative AI Infrastructure at Lyft
30 min

Generative AI Infrastructure at Lyft

MLOps World - MLOps World & Generative AI World 2024
Konstantin Gizdarski
generative-ai ai-infrastructure mlops ml-platform llms model-serving model-training ai-agents pii-preservation customer-support-ai rag