Lessons Learned Productionizing LLMs for Stripe Support
29 min

Lessons Learned Productionizing LLMs for Stripe Support

MLOps World - MLOps World & Generative AI World 2024
Sophie Daly
support-operations data-strategy llm large-language-models nlp natural-language-processing ai machine-learning retrieval-augmented-generation rag fine-tuning
QA in ML
28 min

QA in ML

MLOps World - MLOps World & Generative AI World 2024
Serg Masis
quality-assurance secops machine-learning mlops data-science qa ai artificial-intelligence explainable-ai data-engineering devops reliability
Avoid ML OOps with ML Ops: A modular approach to scaling Forethought’s E2E ML Platform
51 min

Avoid ML OOps with ML Ops: A modular approach to scaling Forethought’s E2E ML Platform

MLOps World - MLOps World & Generative AI World 2024
Salina Wu
sagemaker spark dagster feature-engineering data-drift mlops machine-learning data-engineering devops ci-cd model-serving ml-training
Secure Open Source MLOps - Ubuntu Principles
18 min

Secure Open Source MLOps - Ubuntu Principles

MLOps World - MLOps World & Generative AI World 2024
Andreea Munteanu Maciej Mazur
ubuntu data-tokenization privacy-enhancing-technologies mlops kubernetes kubeflow confidential-computing security compliance open-source machine-learning ai
Lessons Learned: The Journey to Real-Time Machine Learning at Instacart
39 min

Lessons Learned: The Journey to Real-Time Machine Learning at Instacart

MLOps World - MLOps World & Generative AI World 2024
Guanghua Shu
real-time-ml instacart online-inference streaming-infrastructure flink recommendation-systems machine-learning ml-platform feature-store model-serving kafka data-modeling
Wanted: A Silver Bullet MLOps Solution for Enterprise
31 min

Wanted: A Silver Bullet MLOps Solution for Enterprise

MLOps World - MLOps World & Generative AI World 2024
Muller Mu Christophe Chabbert
enterprise-mlops pipeline-orchestration conway-law api-first modular-architecture mlops machine-learning drug-discovery data-science model-deployment observability
Evaluation Techniques for Large Language Models
1h 41m

Evaluation Techniques for Large Language Models

MLOps World - MLOps World & Generative AI World 2024
Rajiv Shah
functional-correctness similarity-metrics large-language-models llm ai machine-learning benchmarking nlp natural-language-processing hugging-face prompt-engineering
Evaluation Engineering: Iterative Strategies to Testing Prompts
29 min

Evaluation Engineering: Iterative Strategies to Testing Prompts

MLOps World - MLOps World & Generative AI World 2024
Jared Zoneraich
evaluation-engineering backtesting regression-testing prompt-engineering testing test-driven-development ai machine-learning llm natural-language-processing
LLMs From Dream to Deployed
29 min

LLMs From Dream to Deployed

MLOps World - MLOps World & Generative AI World 2024
Josh Goldstein
chatbots seldon llm large-language-models machine-learning mlops deployment retrieval-augmented-generation rag kubernetes openai hugging-face gpu
Building ML and GenAI Systems with Metaflow
48 min

Building ML and GenAI Systems with Metaflow

MLOps World - MLOps World & Generative AI World 2024
Ville Tuulos
ai-systems ml machine-learning genai generative-ai metaflow data-engineering model-training inference python mlops
Data Versioning in Generative AI: A Pathway to Cost-effective ML
36 min

Data Versioning in Generative AI: A Pathway to Cost-effective ML

MLOps World - MLOps World & Generative AI World 2024
Dmitry Petrov
dataset-sharing annotations generative-ai ml data-versioning machine-learning dvc cost-optimization collaboration embeddings
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