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
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
QA in ML
28 min

QA in ML

MLOps World - MLOps World & Generative AI World 2024
Serg Masis
quality-assurance secops machine-learning mlops data-science qa ai artificial-intelligence explainable-ai data-engineering devops reliability
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
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
The Power of Local AI
37 min

The Power of Local AI

MLOps World - MLOps World & Generative AI World 2024
Christian Crowley
local-ai private-ai open-source-models personalization sanctum-ai artificial-intelligence large-language-models llm privacy security hugging-face data-privacy
Why AI Apps Don't Work in Prod: AI Reliability Survey
33 min

Why AI Apps Don't Work in Prod: AI Reliability Survey

MLOps World - MLOps World & Generative AI World 2024
Shreya Rajpal
ai artificial-intelligence mlops machine-learning-operations reliability ai-engineering llm large-language-models
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
From Black Box to Mission Critical: Implementing Advanced AI Explainability and Alignment in FSIs
59 min

From Black Box to Mission Critical: Implementing Advanced AI Explainability and Alignment in FSIs

MLOps World - MLOps World & Generative AI World 2024
Vinay Kumar Sankarapu
ai-explainability ai-alignment financial-services fsi model-monitoring ai artificial-intelligence explainable-ai xai machine-learning mlops risk-management deep-learning
Multi Graph Multi Agent Systems: Determinism Through Structured Representations
33 min

Multi Graph Multi Agent Systems: Determinism Through Structured Representations

MLOps World - MLOps World & Generative AI World 2024
Tom Smoker
data-representation information-retrieval structured-data deterministic-systems multi-agent-systems graph-theory artificial-intelligence knowledge-graphs
Open-Ended and AI Generating Algorithms in the Era of Foundation Models
46 min

Open-Ended and AI Generating Algorithms in the Era of Foundation Models

MLOps World - MLOps World & Generative AI World 2024
Jeff Clune
foundation-models quality-diversity open-ended-algorithms ai-generating-algorithms evolutionary-algorithms algorithmic-innovation artificial-intelligence machine-learning large-language-models reinforcement-learning deep-learning generative-ai
A Practical Guide to Efficient AI
30 min

A Practical Guide to Efficient AI

MLOps World - MLOps World & Generative AI World 2024
Shelby Heinecke
ai artificial-intelligence machine-learning llm large-language-models model-optimization quantization small-language-models function-calling prompt-engineering inference model-efficiency