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
AutoGen: Enabling Next Gen AI Applications via Multi Agent Conversation
29 min

AutoGen: Enabling Next Gen AI Applications via Multi Agent Conversation

MLOps World - MLOps World & Generative AI World 2024
Qingyun Wu
ai generative-ai multi-agent-systems conversational-ai ai-agents llm large-language-models frameworks programming-framework python machine-learning mlops
Create Evidence-Based AI Features
28 min

Create Evidence-Based AI Features

MLOps World - MLOps World & Generative AI World 2024
Connor Joyce
ai generative-ai product-management user-research feature-development mlops machine-learning behavior-change data-driven-decisions
From Model to Production: A Unified Journey
28 min

From Model to Production: A Unified Journey

MLOps World - MLOps World & Generative AI World 2024
Yuval Fernbach
mlops machine-learning devops software-supply-chain generative-ai data-science deployment security vulnerability-management model-registry ci-cd containerization
We're Doing RAG All Wrong—and How We Can Do So Much Better
5 min

We're Doing RAG All Wrong—and How We Can Do So Much Better

MLOps World - MLOps World & Generative AI World 2024
Simba Khadder
rag llms embeddings vector-database retrieval-augmented-generation ai machine-learning prompt-engineering natural-language-processing feature-stores
Building Composite LLM Systems
30 min

Building Composite LLM Systems

MLOps World - MLOps World & Generative AI World 2024
Urmish Thakker
llm large-language-models open-source artificial-intelligence machine-learning ensemble-methods model-specialization nlp generative-ai mlops inference training
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
DL-Backtrace: Unveiling Model Decisions
34 min

DL-Backtrace: Unveiling Model Decisions

MLOps World - MLOps World & Generative AI World 2024
Vinay Kumar Sankarapu
deep-learning explainable-ai xai model-explainability mlops machine-learning artificial-intelligence large-language-models nlp computer-vision data-science model-risk-management
MLOps for Time Series in Production
52 min

MLOps for Time Series in Production

MLOps World - MLOps World & Generative AI World 2024
Eddie Mattia
mlops time-series machine-learning data-science python xgboost metaflow outerbounds batch-inference data-modeling postgresql kubernetes ci-cd
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
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
AI as the Ultimate Inventor
42 min

AI as the Ultimate Inventor

MLOps World - MLOps World & Generative AI World 2024
Jepson Taylor
artificial-intelligence generative-ai machine-learning mlops reinforcement-learning algorithm-design deep-learning llm automation ai-research