Class Central is learner-supported. When you buy through links on our site, we may earn an affiliate commission.

YouTube

The Painless Route in Python to Fast and Scalable Machine Learning

EuroPython Conference via YouTube

Overview

Discover a painless route to fast and scalable machine learning in Python through this 43-minute conference talk from EuroPython 2020. Learn how to achieve close-to-native performance using Intel-optimized packages like numpy, scipy, and scikit-learn. Explore techniques for high performance and scalability across multi-core machines and large clusters. Gain insights into using Scalable Dataframe Compiler (SDC) for efficient processing of huge datasets with pandas/Python, and leverage daal4py's convenient Python API for scalable machine learning algorithms. Understand how to combine SDC and daal4py to build end-to-end analytics pipelines that scale to clusters with minimal code changes, achieving performance comparable to hand-tuned C++/MPI code.

Syllabus

V. Fedotova, F. Schlimbach - The Painless Route in Python to Fast and Scalable Machine Learning

Taught by

EuroPython Conference

Reviews

Start your review of The Painless Route in Python to Fast and Scalable Machine Learning

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Someone learning on their laptop while sitting on the floor.