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 Glass Box: Interpreting your Model
29 min

From Black Box to Glass Box: Interpreting your Model

MLOps World - MLOps World & Generative AI World 2024
Zachary Carrico
model-interpretability saliency-maps shap grad-cam activation-maximization bias-reduction machine-learning deep-learning neural-networks mlops computer-vision
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
From ML Repository to ML Production Pipeline
36 min

From ML Repository to ML Production Pipeline

MLOps World - MLOps World & Generative AI World 2024
Jakub Witkowski Dariusz Adamczyk
production-pipelines ml-repository mlops machine-learning devops docker kubernetes ci-cd kubeflow data-science gpu automation
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
Memory Optimizations for Machine Learning
32 min

Memory Optimizations for Machine Learning

MLOps World - MLOps World & Generative AI World 2024
Tejas Chopra
model-pruning neural-networks cpu data-quantization machine-learning llm memory-optimization quantization inference deep-learning transformer-models gpu
Updating Your ML Serving Stack
30 min

Updating Your ML Serving Stack

MLOps World - MLOps World & Generative AI World 2024
Harshit Agarwal
ml-serving ml-infrastructure ml-training model-management machine-learning ml-deployment ml-platform e-commerce infrastructure-as-code ci-cd observability monitoring
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
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
Striking the Balance: Leveraging Human Intelligence with LLMs for Cost-Effective Annotations
27 min

Striking the Balance: Leveraging Human Intelligence with LLMs for Cost-Effective Annotations

MLOps World - MLOps World & Generative AI World 2024
Geoffrey LaPorte Chris Stephens
ml-models ai-solutions computational-cost human-intelligence model-performance experimental-design data-annotation machine-learning large-language-models llms automation data-quality
A Data Scientist's Guide to Unit & End-to-End Testing
1h 23m

A Data Scientist's Guide to Unit & End-to-End Testing

MLOps World - MLOps World & Generative AI World 2024
Vatsal Patel
machine-learning mlops testing unit-testing end-to-end-testing test-driven-development ci-cd python pytest mocking dependency-injection
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