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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
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
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
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
LLMidas' Touch; Safely Adopting GenAI for Production Use Cases
59 min

LLMidas' Touch; Safely Adopting GenAI for Production Use Cases

MLOps World - MLOps World & Generative AI World 2024
Gon Rappaport
prompt-injection hallucinations generative-ai genai llm large-language-models mlops production-ml rag ai-security data-governance ai-ethics
RAG Hyperparameter Optimization: Translating a Traditional ML Design Pattern to RAG Applications
35 min

RAG Hyperparameter Optimization: Translating a Traditional ML Design Pattern to RAG Applications

MLOps World - MLOps World & Generative AI World 2024
Niels Bantilan
hyperparameter-optimization pipelines traditional-ml rag llm mlops ai generative-ai inference orchestration data-quality machine-learning
Serving GenAI Workloads At Scale With LitServe
41 min

Serving GenAI Workloads At Scale With LitServe

MLOps World - MLOps World & Generative AI World 2024
Aniket Maurya
lit-serve pytorch-lightning api-serving dynamic-batching genai ai llm python autoscaling rag openai-api docker
Building Agentic and Multi-Agent Systems with LangGraph (Pt. 2)
59 min

Building Agentic and Multi-Agent Systems with LangGraph (Pt. 2)

MLOps World - MLOps World & Generative AI World 2024
Greg Loughnane Chris Alexiuk
react-pattern orchestration-tooling conditional-edges subgraphs langgraph langchain llm-applications agentic-systems multi-agent-systems rag function-calling state-management
Building Agentic and Multi-Agent Systems with LangGraph
1h 12m

Building Agentic and Multi-Agent Systems with LangGraph

MLOps World - MLOps World & Generative AI World 2024
Greg Loughnane Chris Alexiuk
llm langchain langgraph agentic-systems multi-agent-systems rag function-calling python ai-engineering llm-applications tool-use state-machines
Measuring the Minds of Machines: Evaluating Generative AI Systems
30 min

Measuring the Minds of Machines: Evaluating Generative AI Systems

MLOps World - MLOps World & Generative AI World 2024
Jineet Doshi
generative-ai llm llm-ops human-evaluation llm-as-judge security rag agents tool-use
Code Generation Agents: Architecture, Data Modeling Challenges, and Production-Ready Considerations
29 min

Code Generation Agents: Architecture, Data Modeling Challenges, and Production-Ready Considerations

MLOps World - MLOps World & Generative AI World 2024
Lee Twito Alon Gubkin
ai generative-ai multi-agent-systems code-generation mlops rag data-modeling llm graphrag abstract-syntax-tree testing
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