Beyond the Model Zoo: Optimizing Foundation Models for Your Application
31 min

Beyond the Model Zoo: Optimizing Foundation Models for Your Application

MLOps World - MLOps World & Generative AI World 2024
Salma Mayorquin
data-synthesis ai-optimization foundation-models large-language-models llm-evaluation parameter-efficient-fine-tuning peft lora mlops machine-learning artificial-intelligence model-deployment
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
Intelligent Writing Assistants in the era of Large Language Models
25 min

Intelligent Writing Assistants in the era of Large Language Models

MLOps World - MLOps World & Generative AI World 2024
Vipul Raheja
text-generation text-editing instruction-tuning collaborative-writing iterative-revision computational-linguistics natural-language-processing large-language-models writing-assistance human-in-the-loop reinforcement-learning
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
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
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
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