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
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
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
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
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
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
Evaluating LLMs and RAG Pipelines at Scale
36 min

Evaluating LLMs and RAG Pipelines at Scale

MLOps World - MLOps World & Generative AI World 2024
Eric Korman
valor llm rag mlops llm-ops pipelines language-models natural-language-processing data-management model-training model-deployment
Function Calling for LLMs: RAG without a Vector Database
40 min

Function Calling for LLMs: RAG without a Vector Database

MLOps World - MLOps World & Generative AI World 2024
Jim Dowling
feature-store llm rag function-calling vector-database ai data-modeling natural-language-processing retrieval-augmented-generation api machine-learning
LLM Fine-Tuning for Modern AI Teams: How One E-Commerce Unicorn Cut Inference Cost by 90%
47 min

LLM Fine-Tuning for Modern AI Teams: How One E-Commerce Unicorn Cut Inference Cost by 90%

MLOps World - MLOps World & Generative AI World 2024
Emmanuel Turlay
inference-cost data-preparation mistral-7b gpt-3.5 cost-reduction llm fine-tuning ai machine-learning e-commerce natural-language-processing model-evaluation
The BEST component for your RAG system
45 min

The BEST component for your RAG system

MLOps World - MLOps World & Generative AI World 2024
Jeffrey Kim
auto-ml data-optimization language-models evaluation-data human-in-the-loop benchmark rag retrieval-augmented-generation llm natural-language-processing information-retrieval
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