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HPC in Data Science

26

Oct'23

Concurrency in Python

Coverage:• Threads• Multiprocessing• Futures Python Concurrency pdf

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26

Oct'23

Parallelization in R

Coverage: Introduction of future for asynchronous evaluation Local machine parallelization Differences of parallelization on Windows and UNIX OS Multi-node parallelization …

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26

Oct'23

Introduction to Data Science

The first part covers data formats, from what are the first steps with new data, how to handle outliers and …

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26

Oct'23

Introduction to High-Performance Computing

Overview of HPC architecture in general. How to access Karolina HPC at IT4I. Explaining the installed software modules. How to …

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22

Jun'22

Introduction to parallel computation

A short overview of the parallel architecture, used in HPC clusters. Parallel_computation_introduction pdf Parallel_computation_introduction mp4

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15

Mar'22

Parallel Deep Learning: Tensorflow and Keras

Presented topics: Tensorflow and Keras; Parallelism; Horovod; Data Pipeline; Tensorflow Dataset Recommendations; Demonstration of Multi-node/-GPU Examples using Tensorflow; Singularities. Data …

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