Bring AI to your existing databases without complex MLOps
41 min

Bring AI to your existing databases without complex MLOps

MLOps World - MLOps World & Generative AI World 2024
Duncan Blythe
vector-search data-layer data-integration ai databases mlops llms python api rag kubernetes enterprise-ai
Synthetic Data: Generative AI for Enhanced Data Quality in the Era of Foundational Models
35 min

Synthetic Data: Generative AI for Enhanced Data Quality in the Era of Foundational Models

MLOps World - MLOps World & Generative AI World 2024
Fabiana Clemente
foundational-models data-augmentation gan data-democratization generative-ai synthetic-data data-quality llms bias-mitigation data-privacy machine-learning artificial-intelligence generative-models transformers
Better Chatbots with Advanced RAG Techniques
50 min

Better Chatbots with Advanced RAG Techniques

MLOps World - MLOps World & Generative AI World 2024
Zain Hasan
vector-databases weaviate chatbots hybrid-search query-generation semantic-search rag retrieval-augmented-generation llms language-models machine-learning ai
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
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
How to Run Your Own LLMs, From Silicon to Service
31 min

How to Run Your Own LLMs, From Silicon to Service

MLOps World - MLOps World & Generative AI World 2024
Charles Frye
llms large-language-models mlops machine-learning-operations inference gpu quantization tensorrt-llm vllm modal-labs model-serving ai-engineering
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
On-Device ML for LLMs: Post-Training Optimization Techniques with T5 and Beyond
29 min

On-Device ML for LLMs: Post-Training Optimization Techniques with T5 and Beyond

MLOps World - MLOps World & Generative AI World 2024
Sri Raghu Malireddi
on-device-ml llms t5 model-optimization quantization pruning layer-fusion inference-optimization latency-reduction edge-devices mlops grammarly
Creating our own Private OpenAI API
29 min

Creating our own Private OpenAI API

MLOps World - MLOps World & Generative AI World 2024
Meryem Arik Hannes Hapke
large-language-models llms private-api openai-api self-hosting mlops generative-ai inference-optimization quantization gpu-utilization api-gateway kubernetes
Agentic AI: Learning Iteratively, Acting Autonomously
31 min

Agentic AI: Learning Iteratively, Acting Autonomously

MLOps World - MLOps World & Generative AI World 2024
Fatma Tarlaci
ai-agents agentic-ai autonomous-systems machine-learning llms iterative-learning multi-agent-systems mlops investment finance supply-chain-optimization healthcare customer-service
Generative AI Infrastructure at Lyft
30 min

Generative AI Infrastructure at Lyft

MLOps World - MLOps World & Generative AI World 2024
Konstantin Gizdarski
generative-ai ai-infrastructure mlops ml-platform llms model-serving model-training ai-agents pii-preservation customer-support-ai rag