Wanted: A Silver Bullet MLOps Solution for Enterprise
31 min

Wanted: A Silver Bullet MLOps Solution for Enterprise

MLOps World - MLOps World & Generative AI World 2024
Muller Mu Christophe Chabbert
enterprise-mlops pipeline-orchestration conway-law api-first modular-architecture mlops machine-learning drug-discovery data-science model-deployment observability
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
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
Building ML and GenAI Systems with Metaflow
48 min

Building ML and GenAI Systems with Metaflow

MLOps World - MLOps World & Generative AI World 2024
Ville Tuulos
ai-systems ml machine-learning genai generative-ai metaflow data-engineering model-training inference python mlops
Data Versioning in Generative AI: A Pathway to Cost-effective ML
36 min

Data Versioning in Generative AI: A Pathway to Cost-effective ML

MLOps World - MLOps World & Generative AI World 2024
Dmitry Petrov
dataset-sharing annotations generative-ai ml data-versioning machine-learning dvc cost-optimization collaboration embeddings
Better Chatbots with Advanced RAG Techniques
50 min

Better Chatbots with Advanced RAG Techniques

MLOps World - MLOps World & Generative AI World 2024
Zain Hasan
vector-databases weaviate chatbots hybrid-search query-generation semantic-search rag retrieval-augmented-generation llms language-models machine-learning ai
Empowering Data Science Teams: Harnessing AI with Appen
31 min

Empowering Data Science Teams: Harnessing AI with Appen

MLOps World - MLOps World & Generative AI World 2024
Sasha McGrath Geoffrey LaPorte
training-data ai data-science machine-learning llm generative-ai data-annotation data-quality collaboration model-building
Finding training inefficiencies with CentML DeepView
41 min

Finding training inefficiencies with CentML DeepView

MLOps World - MLOps World & Generative AI World 2024
Yubo Gao
visual-profiler training-throughput batch-size mixed-precision tensor-cores flash-attention deep-learning machine-learning performance-optimization profiling gpu-utilization pytorch tensorflow model-deployment cost-optimization energy-efficiency
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
What It Actually Takes to Deploy GenAI Applications to Enterprises: Custom Evaluation Models
49 min

What It Actually Takes to Deploy GenAI Applications to Enterprises: Custom Evaluation Models

MLOps World - MLOps World & Generative AI World 2024
Alexander Kvamme Arjun Bansal
ai-deployment evaluation-models customer-support genai llm llm-ops prompt-engineering enterprise-ai data-analysis ai-development machine-learning