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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
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
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
Making Enterprise GenAI Safe and Effective - Tools and Approaches
36 min

Making Enterprise GenAI Safe and Effective - Tools and Approaches

MLOps World - MLOps World & Generative AI World 2024
Rahm Hafiz Dan Adamson
moderation constitutional-ai privacy security bias-detection data-leakage prompt-injection enterprise-ai retrieval-augmented-generation rag api fine-tuning guardrails large-language-models llm ai-safety generative-ai genai
Mastering LLM Fine-Tuning
32 min

Mastering LLM Fine-Tuning

MLOps World - MLOps World & Generative AI World 2024
Maxime Labonne
data-generation model-merging supervise-fine-tuning parameter-efficient-fine-tuning peft dpo llm fine-tuning machine-learning artificial-intelligence lora
Hemm: Holistic Evaluation of Multimodal Generative Models
1h 1m

Hemm: Holistic Evaluation of Multimodal Generative Models

MLOps World - MLOps World & Generative AI World 2024
Anish Shah
multimodal-generative-models text-to-image-diffusion-models image-quality prompt-comprehension weights-and-biases holistic-evaluation experiment-tracking llm-applications benchmarking fine-tuning deep-learning machine-learning
Investigating the Evolution of Evaluation from Model Training to GenAI Inference
39 min

Investigating the Evolution of Evaluation from Model Training to GenAI Inference

MLOps World - MLOps World & Generative AI World 2024
Anish Shah
generative-ai large-language-models llm evaluation-metrics model-training fine-tuning ai-ethics bias-detection toxicity-detection natural-language-processing machine-learning
Building with Mistral AI
29 min

Building with Mistral AI

MLOps World - MLOps World & Generative AI World 2024
Sophia Yang
ai mistral-ai large-language-models llm multimodal-models open-source-ai fine-tuning ai-agents function-calling generative-ai mlops developer-relations
10x Faster AI Evaluations to Ship AI Apps at Lightning Speed
8 min

10x Faster AI Evaluations to Ship AI Apps at Lightning Speed

MLOps World - MLOps World & Generative AI World 2024
Niklas Nielsen
ai generative-ai llm mlops subject-matter-expert auto-feedback latent-space-readout model-evaluation prompt-tuning fine-tuning
Intro to Hugging Face: Fine-tuning BERT for NLP tasks
2h 10m

Intro to Hugging Face: Fine-tuning BERT for NLP tasks

PyCon - PyCon US 2023
Juhi Chandalia Dana Engebretson
nlp hugging-face bert pytorch transformer-architecture transfer-learning fine-tuning sentiment-analysis text-classification natural-language-processing deep-learning machine-learning

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