Reading Discussion 3

Key Word(s): Dask, Python, Parallel Processing

Selected Readings

Expository

• Why every Data Scientist should use Dask?

• Pandas, Dask or PySpark? What Should You Choose for Your Dataset?

• Dask Tutorial

• Dask hyperparameter optimization

• t-SNE with GPUs

Use Cases *

• ReproduceIt reddit word count

• Deploy Dask using SSH cluster - There's a corresponding video - Build a dask cluster from couple of laptops at home

• Visualization with Dask - Datashader - Choose one

• Dask use cases - Choose one

Research *

• Dask: Parallel Computation with Blocked algorithms and Task Scheduling

• Composable Multi-Threading and Multi-Processing for Numeric Libraries

• A performance comparison of Dask and Apache Spark for data-intensive neuroimaging pipelines

• Better and faster hyperparameter optimization with Dask

• Machine Learning in Python: Main developments and technology trends in data science, machine learning, and artificial intelligence - Section 4

* Next presentations, select from Research or Use Cases