Keynote: Model Openness Framework
32 min

Keynote: Model Openness Framework

MLOps World - MLOps World & Generative AI World 2024
Ofer Hermoni
ai-models model-openness-framework linux-foundation-ai-data ai-licensing open-science generative-ai open-source-ai responsible-ai ai-ethics federated-learning
Apache Airflow: Where Data Engineers and ML Engineers Meet
47 min

Apache Airflow: Where Data Engineers and ML Engineers Meet

MLOps World - MLOps World & Generative AI World 2024
Tamara Fingerlin
apache-airflow data-engineering mlops generative-ai python orchestration pipelines docker retrieval-augmented-generation llm machine-learning data-pipelines
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
LLM Economics: The Cost of Leveraging Large Language Models
32 min

LLM Economics: The Cost of Leveraging Large Language Models

MLOps World - MLOps World & Generative AI World 2024
Nikunj Bajaj
cost-analysis open-source-llm commercial-llm api-costs llm large-language-models generative-ai rag fine-tuning model-deployment inference-cost python
What Does it Mean to be an AI Engineer in the World of GenAI?
30 min

What Does it Mean to be an AI Engineer in the World of GenAI?

MLOps World - MLOps World & Generative AI World 2024
Aarushi Kansal
ai-engineering generative-ai prompt-engineering rag retrieval-augmented-generation vector-databases agents reliability resiliency monitoring observability scaling fine-tuning large-language-models
Making ChatGPT Funny with Prompt Optimization
33 min

Making ChatGPT Funny with Prompt Optimization

MLOps World - MLOps World & Generative AI World 2024
Mike Taylor
writing-assistance chatgpt ai artificial-intelligence prompt-engineering natural-language-processing nlp large-language-models llm generative-ai
Customizable RAG Workflows with your Own Data
40 min

Customizable RAG Workflows with your Own Data

MLOps World - MLOps World & Generative AI World 2024
Christy Bergman
milvus zilliz semantic-similarity rag generative-ai llm vector-databases langchain hugging-face embeddings retrieval-augmented-generation data-modeling
Introducing Arize-Phoenix and OpenInference
43 min

Introducing Arize-Phoenix and OpenInference

MLOps World - MLOps World & Generative AI World 2024
Mikyo King
ai-observability llama-index openai generative-ai llm rag open-source tracing language-models python
Towards Robust GenAI: Techniques for Evaluating Enterprise LLM Applications
46 min

Towards Robust GenAI: Techniques for Evaluating Enterprise LLM Applications

MLOps World - MLOps World & Generative AI World 2024
Dhruv Singh
ai-applications llm-evaluators generative-ai genai llm large-language-models testing enterprise-ai reliability guardrails human-evaluation
Running Multiple Models on the Same GPU, on Spot Instances
33 min

Running Multiple Models on the Same GPU, on Spot Instances

MLOps World - MLOps World & Generative AI World 2024
Oscar Rovira
ml-inference spot-instances gpu-fractionalization gpu cost-optimization generative-ai llm cloud-computing aws gcp azure mlops
The Secret Sauce for Deploying LLM Applications into Production
32 min

The Secret Sauce for Deploying LLM Applications into Production

MLOps World - MLOps World & Generative AI World 2024
Josh Reini
evaluation-frameworks truelens ai-adoption llm generative-ai production-deployment rag langchain evaluation-data model-monitoring observability enterprise-ai
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