Scalable Machine Learning with Dask
[Pages:37]Scalable Machine Learning with Dask
Tom Augspurger Data Scientist
Hi! I'm Tom
? I work at Anaconda on dask, pandas, & ML things
? 2018 Anaconda, Inc. All Rights Reserved.
2
Machine Learning Workflow
It's not just .fit(X, y)
Machine Learning Workflow
? Understanding the problem, objectives ? Reading from data sources ? Exploratory analysis ? Data cleaning ? Modeling ? Deployment and reporting
4
The Numeric Python Ecosystem
Jake Vanderplas PyCon 2017 Keynote
Bokeh
Machine Learning Workflow
A rich ecosystem of tools But they don't scale well
6
Dask
Parallelizing the Numeric Python Ecosystem
Dask
High Level: Parallel Pandas, NumPy, Scikit-Learn Low Level: High performance task scheduling
8
................
................
In order to avoid copyright disputes, this page is only a partial summary.
To fulfill the demand for quickly locating and searching documents.
It is intelligent file search solution for home and business.
Related download
- read the docs
- scalable machine learning with dask
- gpus for data science rapids
- accelerating data science workflows with rapids
- scale independent data analysis with database backed
- distributed gpu computing with dask
- release 0 12 the platform inside and out
- scaling rapids with dask nvidia
- magpie python at speed and scale using cloud backends
Related searches
- machine learning audiobook
- matlab machine learning pdf
- probability for machine learning pdf
- machine learning testing
- ai vs machine learning vs deep learning
- machine learning vs deep learning
- machine learning and artificial intelligence
- machine learning vs ai vs deep learning
- difference between machine learning and ai
- machine learning neural networks
- machine learning vs neural network
- machine learning backpropagation