Resources

tuplex
Use agg() Method Over apply() To Accumulate Pandas Dataframes Faster.

Speed up aggregations using .agg method instead of .apply and .map methods.

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Python logo
6 Ways To Run Python Scripts

Python shell is not the only option to run scripts. Here are several other ways and their pros and cons.

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5 Pandas Performance Optimization Tips Without Crazy Setups.

How to speed up Pandas data wrangling operations with simple tweaks.

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Data center
How to Deploy Machine Learning Models Using Fast API

Deploying machine learning models in production is easy with FastAPI. Here's how to deploy scikit learn models.

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How to install Python 3.12 on Ubuntu - Dev Release

Python 3.12 is the next version planned to release in 2023. Here's how to install the development version on the popular Linux distro: Ubuntu.

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Cyber security
Data Leakage and its Consequences for Businesses

Data leakage occurs when confidential or sensitive information is accessed without authorization. It can happen accidentally, through exfiltration by disgruntled employees, or via electronic communic…

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Word art for word cloud
5 Free Word Cloud Generators for Business Presentations in 2022

Create a word cloud to win business presentations. These online tools can turn your text into excellent visualization.

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loops
Is Your Python For-loop Slow? Use NumPy Instead

For-loops are slow. It's a quick fix, but for data-intensive iteration, Python has NumPy. It's optimized for speed using C implementation.

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How to install Python 3.11 on Ubuntu 22.04 LTS (Jammy.)

Install Python 3.11 and make it default. Also, works on Ubuntu 18.04 (bionic), 20.04 (focal).

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schedule-tasks
Painless Task Scheduling Using Python

You can use Crontab, or you can use this.

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