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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
LLM Economics: The Cost of Leveraging Large Language Models
32 min

LLM Economics: The Cost of Leveraging Large Language Models

MLOps World - MLOps World & Generative AI World 2024
Nikunj Bajaj
cost-analysis open-source-llm commercial-llm api-costs llm large-language-models generative-ai rag fine-tuning model-deployment inference-cost python
Wanted: A Silver Bullet MLOps Solution for Enterprise
31 min

Wanted: A Silver Bullet MLOps Solution for Enterprise

MLOps World - MLOps World & Generative AI World 2024
Muller Mu Christophe Chabbert
enterprise-mlops pipeline-orchestration conway-law api-first modular-architecture mlops machine-learning drug-discovery data-science model-deployment observability
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
Finding training inefficiencies with CentML DeepView
41 min

Finding training inefficiencies with CentML DeepView

MLOps World - MLOps World & Generative AI World 2024
Yubo Gao
visual-profiler training-throughput batch-size mixed-precision tensor-cores flash-attention deep-learning machine-learning performance-optimization profiling gpu-utilization pytorch tensorflow model-deployment cost-optimization energy-efficiency
From Idea to Production: AI Infra for Scaling LLM Apps
39 min

From Idea to Production: AI Infra for Scaling LLM Apps

MLOps World - MLOps World & Generative AI World 2024
Guy Eshet
llm ai ai-infrastructure llm-ops prompt-engineering model-deployment gpu data-pipelines rag cost-optimization generative-ai llm-applications
Building Trust in ML Systems: Effective Stakeholder Communication
27 min

Building Trust in ML Systems: Effective Stakeholder Communication

MLOps World - MLOps World & Generative AI World 2024
Joseph Tenini
machine-learning mlops stakeholder-management communication data-science explainable-ai model-deployment business-intelligence decision-making uncertainty-quantification process-improvement
Hands-on Scalable Edge to Core ML Pipelines
1h 7m

Hands-on Scalable Edge to Core ML Pipelines

MLOps World - MLOps World & Generative AI World 2024
Debadyuti Roychowdhury Sehyo Chang
mlops machine-learning edge-computing ml-pipelines distributed-systems streaming-architecture rust webassembly data-validation model-deployment observability event-driven-architecture
Evolving with AI: Insights from Nylas' Generative AI Journey
31 min

Evolving with AI: Insights from Nylas' Generative AI Journey

MLOps World - MLOps World & Generative AI World 2024
Nadia Rauch
generative-ai ai machine-learning llm large-language-models nylas automation developer-workflow api-development data-annotation model-deployment python

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