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
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
Fast Data Loading for Deep Learning Workloads with LakeFS Mount
30 min

Fast Data Loading for Deep Learning Workloads with LakeFS Mount

MLOps World - MLOps World & Generative AI World 2024
Amit Kesarwani
data-versioning lakefs data-loading git-like data-consistency data-lake deep-learning mlops data-management object-storage data-pipelines tensorflow
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
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
LLMidas' Touch; Safely Adopting GenAI for Production Use Cases
59 min

LLMidas' Touch; Safely Adopting GenAI for Production Use Cases

MLOps World - MLOps World & Generative AI World 2024
Gon Rappaport
prompt-injection hallucinations generative-ai genai llm large-language-models mlops production-ml rag ai-security data-governance ai-ethics
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