Multi Graph Multi Agent Systems: Determinism Through Structured Representations
33 min

Multi Graph Multi Agent Systems: Determinism Through Structured Representations

MLOps World - MLOps World & Generative AI World 2024
Tom Smoker
data-representation information-retrieval structured-data deterministic-systems multi-agent-systems graph-theory artificial-intelligence knowledge-graphs
Open-Ended and AI Generating Algorithms in the Era of Foundation Models
46 min

Open-Ended and AI Generating Algorithms in the Era of Foundation Models

MLOps World - MLOps World & Generative AI World 2024
Jeff Clune
foundation-models quality-diversity open-ended-algorithms ai-generating-algorithms evolutionary-algorithms algorithmic-innovation artificial-intelligence machine-learning large-language-models reinforcement-learning deep-learning generative-ai
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
Robustness with Sidecars: Weak To Strong Supervision For Making Generative AI Robust For Enterprise
30 min

Robustness with Sidecars: Weak To Strong Supervision For Making Generative AI Robust For Enterprise

MLOps World - MLOps World & Generative AI World 2024
Dan Adamson
llm-security llm-compliance ai-hallucination ai-bias data-leakage ai-architecture weak-to-strong-supervision generative-ai-models generative-ai ai-safety enterprise-ai ai-governance
Striking the Balance: Leveraging Human Intelligence with LLMs for Cost-Effective Annotations
27 min

Striking the Balance: Leveraging Human Intelligence with LLMs for Cost-Effective Annotations

MLOps World - MLOps World & Generative AI World 2024
Geoffrey LaPorte Chris Stephens
ml-models ai-solutions computational-cost human-intelligence model-performance experimental-design data-annotation machine-learning large-language-models llms automation data-quality
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
A Data Scientist's Guide to Unit & End-to-End Testing
1h 23m

A Data Scientist's Guide to Unit & End-to-End Testing

MLOps World - MLOps World & Generative AI World 2024
Vatsal Patel
machine-learning mlops testing unit-testing end-to-end-testing test-driven-development ci-cd python pytest mocking dependency-injection
LLMs Alone Do Not Solve Business Problems
27 min

LLMs Alone Do Not Solve Business Problems

MLOps World - MLOps World & Generative AI World 2024
Marinela Profi
generative-ai llms ai data-readiness data-quality nlp synthetic-data risk-management governance technical-debt machine-learning
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
A Practical Guide to Efficient AI
30 min

A Practical Guide to Efficient AI

MLOps World - MLOps World & Generative AI World 2024
Shelby Heinecke
ai artificial-intelligence machine-learning llm large-language-models model-optimization quantization small-language-models function-calling prompt-engineering inference model-efficiency