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Dask Examples documentation

Basic Examples

Dask Arrays
Dask Bags
Dask DataFrames
Custom Workloads with Dask Delayed
Custom Workloads with Futures
Dask for Machine Learning
Operating on Dask Dataframes with SQL
Xarray with Dask Arrays
Resilience against hardware failures

Dataframes

DataFrames: Read and Write Data
DataFrames: Groupby
Gotcha’s from Pandas to Dask
DataFrames: Reading in messy data

Machine Learning

Blockwise Ensemble Methods
Scale Scikit-Learn for Small Data Problems
Score and Predict Large Datasets
Batch Prediction with PyTorch
Train Models on Large Datasets
Incrementally Train Large Datasets
Text Vectorization Pipeline
Hyperparameter optimization with Dask
Scale XGBoost
Use Voting Classifiers
Automate Machine Learning with TPOT
Generalized Linear Models
Singular Value Decomposition

Applications

Analyze web-hosted JSON data
Async/Await and Non-Blocking Execution
Asynchronous Computation: Web Servers + Dask
Embarrassingly parallel Workloads
Handle Evolving Workflows
Image Processing
ETL Pipelines with Prefect
Stencil Computations with Numba
Time Series Forecasting

User Surveys

2021 Dask User Survey Results
2020 Dask User Survey Results
2019 Dask User Survey Results

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By Dask Developers
© Copyright 2018, Dask Developers.