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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
Lessons learned from scaling large language models in production
41 min

Lessons learned from scaling large language models in production

MLOps World - MLOps World & Generative AI World 2024
Matt Squire
ray-serve large-language-models llm rag mlops gpu performance-optimization inference scaling python fastapi kubernetes vm vector-database
What It Actually Takes to Deploy GenAI Applications to Enterprises: Custom Evaluation Models
49 min

What It Actually Takes to Deploy GenAI Applications to Enterprises: Custom Evaluation Models

MLOps World - MLOps World & Generative AI World 2024
Alexander Kvamme Arjun Bansal
ai-deployment evaluation-models customer-support genai llm llm-ops prompt-engineering enterprise-ai data-analysis ai-development machine-learning
Why AI Apps Don't Work in Prod: AI Reliability Survey
33 min

Why AI Apps Don't Work in Prod: AI Reliability Survey

MLOps World - MLOps World & Generative AI World 2024
Shreya Rajpal
ai artificial-intelligence mlops machine-learning-operations reliability ai-engineering llm large-language-models
The BEST component for your RAG system
45 min

The BEST component for your RAG system

MLOps World - MLOps World & Generative AI World 2024
Jeffrey Kim
auto-ml data-optimization language-models evaluation-data human-in-the-loop benchmark rag retrieval-augmented-generation llm natural-language-processing information-retrieval
Running prompts at CI does not make your GenAI app enterprise ready
33 min

Running prompts at CI does not make your GenAI app enterprise ready

MLOps World - MLOps World & Generative AI World 2024
Jakob Frick
production-ai genai generative-ai llm large-language-models enterprise-ai continuous-integration ci-cd observability telemetry prompt-engineering testing
Making Enterprise GenAI Safe and Effective - Tools and Approaches
36 min

Making Enterprise GenAI Safe and Effective - Tools and Approaches

MLOps World - MLOps World & Generative AI World 2024
Rahm Hafiz Dan Adamson
moderation constitutional-ai privacy security bias-detection data-leakage prompt-injection enterprise-ai retrieval-augmented-generation rag api fine-tuning guardrails large-language-models llm ai-safety generative-ai genai
Mastering LLM Fine-Tuning
32 min

Mastering LLM Fine-Tuning

MLOps World - MLOps World & Generative AI World 2024
Maxime Labonne
data-generation model-merging supervise-fine-tuning parameter-efficient-fine-tuning peft dpo llm fine-tuning machine-learning artificial-intelligence lora
From Black Box to Glass Box: Interpreting your Model
29 min

From Black Box to Glass Box: Interpreting your Model

MLOps World - MLOps World & Generative AI World 2024
Zachary Carrico
model-interpretability saliency-maps shap grad-cam activation-maximization bias-reduction machine-learning deep-learning neural-networks mlops computer-vision
Building AI Applications as a Developer
58 min

Building AI Applications as a Developer

MLOps World - MLOps World & Generative AI World 2024
Roy Derks Alex Seymour
tool-calling developer-toolkit watsonx-ai ai large-language-models llm rag retrieval-augmented-generation ai-agents prompt-engineering javascript python
Fast Data Loading for Deep Learning Workloads with LakeFS Mount
30 min

Fast Data Loading for Deep Learning Workloads with LakeFS Mount

MLOps World - MLOps World & Generative AI World 2024
Amit Kesarwani
data-versioning lakefs data-loading git-like data-consistency data-lake deep-learning mlops data-management object-storage data-pipelines tensorflow
From Black Box to Mission Critical: Implementing Advanced AI Explainability and Alignment in FSIs
59 min

From Black Box to Mission Critical: Implementing Advanced AI Explainability and Alignment in FSIs

MLOps World - MLOps World & Generative AI World 2024
Vinay Kumar Sankarapu
ai-explainability ai-alignment financial-services fsi model-monitoring ai artificial-intelligence explainable-ai xai machine-learning mlops risk-management deep-learning
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