Jake Vanderplas

Number of videos:
5
Diving deeper into Machine Learning with Scikit-learn
PyCon US 2014
Jake Vanderplas , Olivier Grisel
Recorded: April 11, 2014Language: English

This tutorial session is an hands-on workshop on applied Machine Learning with the scikit-learn library. We will dive deeper into scikit-learn model evaluation and automated parameter tuning. We will also study how to scale text classification models for sentiment analysis or spam detection and use IPython.parallel to leverage multi-CPU or ad-hoc cloud clusters.

Exploring Machine Learning with Scikit-learn
PyCon US 2014
Jake Vanderplas , Olivier Grisel
Recorded: April 11, 2014Language: English

This tutorial will offer an introduction to the core concepts of machine learning, and how they can be easily applied in Python using Scikit-learn. We will use the scikit-learn API to introduce and explore the basic categories of machine learning problems, related topics such as feature selection and model validation, and the application of these tools to real-world data sets.

An Introduction to scikit-learn: Machine Learning in Python
PyCon US 2013
Jake Vanderplas
Recorded: March 14, 2013Language: English

This tutorial will offer an introduction to the scikit-learn package and to the central concepts of Machine Learning. We will introduce the basic categories of learning problems, and explore practical examples based on real-world data, from handwriting analysis to facial recognition to automated classification of astronomical images.

scikit-learn
SciPy 2012
Jake Vanderplas
Recorded: July 16, 2012Language: English