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
From Idea to Production: AI Infra for Scaling LLM Apps
39 min

From Idea to Production: AI Infra for Scaling LLM Apps

MLOps World - MLOps World & Generative AI World 2024
Guy Eshet
llm ai ai-infrastructure llm-ops prompt-engineering model-deployment gpu data-pipelines rag cost-optimization generative-ai llm-applications
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
Building AI Applications as a Developer
58 min

Building AI Applications as a Developer

MLOps World - MLOps World & Generative AI World 2024
Roy Derks Alex Seymour
tool-calling developer-toolkit watsonx-ai ai large-language-models llm rag retrieval-augmented-generation ai-agents prompt-engineering javascript python
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
LeRobot: Democratizing Robotics
45 min

LeRobot: Democratizing Robotics

MLOps World - MLOps World & Generative AI World 2024
Remi Cadene
humanoid-robotics robot-arms diff-models transformers robotics generative-ai deep-learning python open-source ai llm
Leverage Kubernetes To Optimize the Utilization of Your AI Accelerators
23 min

Leverage Kubernetes To Optimize the Utilization of Your AI Accelerators

MLOps World - MLOps World & Generative AI World 2024
Nathan Beach
accelerators kubernetes kubernetes-engine ai gpu optimization training inference workloads resource-utilization cloud-computing
RAG Hyperparameter Optimization: Translating a Traditional ML Design Pattern to RAG Applications
35 min

RAG Hyperparameter Optimization: Translating a Traditional ML Design Pattern to RAG Applications

MLOps World - MLOps World & Generative AI World 2024
Niels Bantilan
hyperparameter-optimization pipelines traditional-ml rag llm mlops ai generative-ai inference orchestration data-quality machine-learning
Serving GenAI Workloads At Scale With LitServe
41 min

Serving GenAI Workloads At Scale With LitServe

MLOps World - MLOps World & Generative AI World 2024
Aniket Maurya
lit-serve pytorch-lightning api-serving dynamic-batching genai ai llm python autoscaling rag openai-api docker
LLMs Alone Do Not Solve Business Problems
27 min

LLMs Alone Do Not Solve Business Problems

MLOps World - MLOps World & Generative AI World 2024
Marinela Profi
generative-ai llms ai data-readiness data-quality nlp synthetic-data risk-management governance technical-debt machine-learning
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
AutoGen: Enabling Next Gen AI Applications via Multi Agent Conversation
29 min

AutoGen: Enabling Next Gen AI Applications via Multi Agent Conversation

MLOps World - MLOps World & Generative AI World 2024
Qingyun Wu
ai generative-ai multi-agent-systems conversational-ai ai-agents llm large-language-models frameworks programming-framework python machine-learning mlops