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
LLM Evaluation to Craft Delightful Content From Messy Inputs
33 min

LLM Evaluation to Craft Delightful Content From Messy Inputs

MLOps World - MLOps World & Generative AI World 2024
Shin Liang
content-generation text-summarization evaluation-framework information-extraction llm large-language-models natural-language-processing nlp machine-learning evaluation-data api-design
How Do You Scale to Billions of Fine-Tuned LLMs
5 min

How Do You Scale to Billions of Fine-Tuned LLMs

MLOps World - MLOps World & Generative AI World 2024
James Dbiorin
cuda batching llm large-language-models fine-tuning lora inference scalability parameter-efficient-fine-tuning gpu mlops ai
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
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
Applying Responsible AI with the Open-Source LangTest Library
32 min

Applying Responsible AI with the Open-Source LangTest Library

MLOps World - MLOps World & Generative AI World 2024
David Talby
langtest ai-bias ai responsible-ai llm nlp testing data-leakage mlops python open-source
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
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
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
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
Mitigating RAG Hallucinations with Aporia Guardrails
25 min

Mitigating RAG Hallucinations with Aporia Guardrails

MLOps World - MLOps World & Generative AI World 2024
rag retrieval-augmented-generation llm large-language-models ai artificial-intelligence hallucinations guardrails data-quality natural-language-processing