Evolution of ML Training and Serving Infrastructure @ Pinterest Ads
27 min

Evolution of ML Training and Serving Infrastructure @ Pinterest Ads

MLOps World - MLOps World & Generative AI World 2024
Aayush Mudgal
training-infrastructure serving-infrastructure pinterest ads-ranking gpu-serving machine-learning ml-infrastructure transformer-models feature-engineering data-processing model-monitoring mlops
Efficiently Fine-Tune And Serve Your Own LLMs
42 min

Efficiently Fine-Tune And Serve Your Own LLMs

MLOps World - MLOps World & Generative AI World 2024
Alex Sherstinsky
llm-fine-tuning predibase ludwig lorax large-language-models lora parameter-efficient-fine-tuning peft transformer-models mistral-7b model-serving inference
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
Future of Multimodal AI
5 min

Future of Multimodal AI

MLOps World - MLOps World & Generative AI World 2024
Nikita Namjoshi
multimodal-ai generative-ai google-cloud ai-reasoning large-language-models llm large-context-windows caching api transformer-models mlops
Approaches to Fairness and Bias Mitigation in Natural Language Processing
31 min

Approaches to Fairness and Bias Mitigation in Natural Language Processing

PyCon - PyCon US 2023
Angana Borah
natural-language-processing nlp bias-mitigation machine-learning ai deep-learning transformer-models bert gpt ai-ethics