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
Building a Multimodal RAG: A Step-by-Step Guide
1h 5m

Building a Multimodal RAG: A Step-by-Step Guide

MLOps World - MLOps World & Generative AI World 2024
Ivan Nardini Holt Skinner
rag gemini vertex-ai generative-ai llm multimodal-ai ai-ml google-cloud embeddings vector-database data-processing python
Connected Observability Pipelines in the OpenTelemetry Collector
27 min

Connected Observability Pipelines in the OpenTelemetry Collector

KubeCon + CloudNativeCon - KubeCon + CloudNativeCon Europe 2023
Dan Jaglowski
observability opentelemetry opentelemetry-collector pipelines data-processing data-collection telemetry-data cloud-native distributed-tracing
Scheduling Framework: Batch Extensions with Apache YuniKorn
40 min

Scheduling Framework: Batch Extensions with Apache YuniKorn

KubeCon + CloudNativeCon - KubeCon + CloudNativeCon Europe 2023
Wilfred Spiegelenburg Peter Bacsko
kubernetes apache-yunikorn scheduling batch-processing data-processing gang-scheduling quota-management hpc cloud-computing distributed-systems
Sponsored Keynote: Open Source in Bloom at AWS
6 min

Sponsored Keynote: Open Source in Bloom at AWS

KubeCon + CloudNativeCon - KubeCon + CloudNativeCon Europe 2023
Nathan Taber
kubernetes aws open-source cncf cloud-native security ai data-processing microservices
Supercharging Pipeline Efficiency with ML Performance Prediction
26 min

Supercharging Pipeline Efficiency with ML Performance Prediction

PyCon - PyCon US 2023
Boaz Wiesner Keren Meron
python celery kubernetes machine-learning pipeline-optimization data-pipelines performance-prediction autoscaling cloud-cost-optimization aws-spot-instances svms data-processing
Working Around the GIL with asyncio
45 min

Working Around the GIL with asyncio

PyCon - PyCon US 2023
Łukasz Langa
python asyncio gil multiprocessing shared-memory concurrency parallelism data-processing performance python-3.11 event-loop
Pythonic Functional (iter)tools for your data challenges
33 min

Pythonic Functional (iter)tools for your data challenges

PyCon - PyCon US 2023
Valerio Maggio
python functional-programming data-science machine-learning itertools functools map-reduce advent-of-code data-processing iterators
Building NumPy Arrays from CSV Files, Faster than Pandas
27 min

Building NumPy Arrays from CSV Files, Faster than Pandas

PyCon - PyCon US 2023
Christopher Ariza
python numpy pandas csv data-processing c-extensions performance data-modeling data-analysis staticframe
Data of Unusual Size: Interactive Visualization
3h 7m

Data of Unusual Size: Interactive Visualization

PyCon - PyCon US 2023
Pavithra Eswaramoorthy Dharhas Pothina
python pandas dask hvplot interactive-visualization big-data data-science cloud-computing data-analysis data-processing