Home Backend Development Python Tutorial Why do some people prefer to spend a lot of time manually configuring the Python environment instead of using Anaconda?

Why do some people prefer to spend a lot of time manually configuring the Python environment instead of using Anaconda?

Apr 12, 2023 pm 05:04 PM
python anaconda

Why do some people prefer to spend a lot of time manually configuring the Python environment instead of using Anaconda?

There are also many people who configure the Python environment by themselves instead of using Anaconda. I understand there are two reasons.

First of all, Anaconda is very friendly to data science, but it is not the best choice for other Python application scenarios. More people will use the native python pip venv to match their own development environment.

Secondly, Anaconda is too bloated. The installation package alone is 500 to 600 MB, occupying several G of running space, resulting in a waste of resources.

Why do some people prefer to spend a lot of time manually configuring the Python environment instead of using Anaconda?

If you know what Anaconda is, you will know whether you should use it or not.

Aanconda is a Python data science and machine learning development platform based on conda. There are several keywords that need to be highlighted and explained.

Why do some people prefer to spend a lot of time manually configuring the Python environment instead of using Anaconda?

#conda is a virtual environment tool package management tool that can be used for various development languages, here refers to Python. The conda resource library has tens of thousands of third-party libraries, most of which are related to data science and machine learning.

Why do some people prefer to spend a lot of time manually configuring the Python environment instead of using Anaconda?

As an alternative, tools such as venv, pipenv, and Virtualenv can also be used to create virtual environments, and pip can be used to download and manage Python packages.

Python comes with Anaconda, you don’t need to install it again, and the running environment is configured.

Data science refers to Anaconda focusing on Python development in the field of data science. It comes with most mainstream third-party libraries such as pandas, numpy, matplotlib, and Jupyter. This also causes Anaconda to be too large.

Why do some people prefer to spend a lot of time manually configuring the Python environment instead of using Anaconda?

So to sum up, the biggest feature of Anaconda is: serving Python data science and machine learning, once installed, once and for all.

For those who are engaged in other Python development fields, the above functions are not needed, or they can be completely replaced by tools such as pip and venv, so Anaconda is not worth installing.

In order to avoid functional redundancy, some users choose Miniconda. The installation package is only 50M.

Miniconda is a slimmed down version of Anaconda, containing only Python and Conda. I also recommend everyone to use Miniconda, which is simple and powerful. You can use conda to configure a virtual environment and install various third-party libraries.

Why do some people prefer to spend a lot of time manually configuring the Python environment instead of using Anaconda?

#In short, if you don’t like to toss, use Anaconda. If you like to toss, you can try configuring Python yourself or use Miniconda.

The above is the detailed content of Why do some people prefer to spend a lot of time manually configuring the Python environment instead of using Anaconda?. For more information, please follow other related articles on the PHP Chinese website!

Statement of this Website
The content of this article is voluntarily contributed by netizens, and the copyright belongs to the original author. This site does not assume corresponding legal responsibility. If you find any content suspected of plagiarism or infringement, please contact admin@php.cn

Hot AI Tools

Undresser.AI Undress

Undresser.AI Undress

AI-powered app for creating realistic nude photos

AI Clothes Remover

AI Clothes Remover

Online AI tool for removing clothes from photos.

Undress AI Tool

Undress AI Tool

Undress images for free

Clothoff.io

Clothoff.io

AI clothes remover

AI Hentai Generator

AI Hentai Generator

Generate AI Hentai for free.

Hot Article

R.E.P.O. Energy Crystals Explained and What They Do (Yellow Crystal)
3 weeks ago By 尊渡假赌尊渡假赌尊渡假赌
R.E.P.O. Best Graphic Settings
3 weeks ago By 尊渡假赌尊渡假赌尊渡假赌
R.E.P.O. How to Fix Audio if You Can't Hear Anyone
3 weeks ago By 尊渡假赌尊渡假赌尊渡假赌

Hot Tools

Notepad++7.3.1

Notepad++7.3.1

Easy-to-use and free code editor

SublimeText3 Chinese version

SublimeText3 Chinese version

Chinese version, very easy to use

Zend Studio 13.0.1

Zend Studio 13.0.1

Powerful PHP integrated development environment

Dreamweaver CS6

Dreamweaver CS6

Visual web development tools

SublimeText3 Mac version

SublimeText3 Mac version

God-level code editing software (SublimeText3)

Is the conversion speed fast when converting XML to PDF on mobile phone? Is the conversion speed fast when converting XML to PDF on mobile phone? Apr 02, 2025 pm 10:09 PM

The speed of mobile XML to PDF depends on the following factors: the complexity of XML structure. Mobile hardware configuration conversion method (library, algorithm) code quality optimization methods (select efficient libraries, optimize algorithms, cache data, and utilize multi-threading). Overall, there is no absolute answer and it needs to be optimized according to the specific situation.

How to convert XML files to PDF on your phone? How to convert XML files to PDF on your phone? Apr 02, 2025 pm 10:12 PM

It is impossible to complete XML to PDF conversion directly on your phone with a single application. It is necessary to use cloud services, which can be achieved through two steps: 1. Convert XML to PDF in the cloud, 2. Access or download the converted PDF file on the mobile phone.

What is the function of C language sum? What is the function of C language sum? Apr 03, 2025 pm 02:21 PM

There is no built-in sum function in C language, so it needs to be written by yourself. Sum can be achieved by traversing the array and accumulating elements: Loop version: Sum is calculated using for loop and array length. Pointer version: Use pointers to point to array elements, and efficient summing is achieved through self-increment pointers. Dynamically allocate array version: Dynamically allocate arrays and manage memory yourself, ensuring that allocated memory is freed to prevent memory leaks.

Is there a mobile app that can convert XML into PDF? Is there a mobile app that can convert XML into PDF? Apr 02, 2025 pm 09:45 PM

There is no APP that can convert all XML files into PDFs because the XML structure is flexible and diverse. The core of XML to PDF is to convert the data structure into a page layout, which requires parsing XML and generating PDF. Common methods include parsing XML using Python libraries such as ElementTree and generating PDFs using ReportLab library. For complex XML, it may be necessary to use XSLT transformation structures. When optimizing performance, consider using multithreaded or multiprocesses and select the appropriate library.

Recommended XML formatting tool Recommended XML formatting tool Apr 02, 2025 pm 09:03 PM

XML formatting tools can type code according to rules to improve readability and understanding. When selecting a tool, pay attention to customization capabilities, handling of special circumstances, performance and ease of use. Commonly used tool types include online tools, IDE plug-ins, and command-line tools.

How to convert XML to PDF on your phone? How to convert XML to PDF on your phone? Apr 02, 2025 pm 10:18 PM

It is not easy to convert XML to PDF directly on your phone, but it can be achieved with the help of cloud services. It is recommended to use a lightweight mobile app to upload XML files and receive generated PDFs, and convert them with cloud APIs. Cloud APIs use serverless computing services, and choosing the right platform is crucial. Complexity, error handling, security, and optimization strategies need to be considered when handling XML parsing and PDF generation. The entire process requires the front-end app and the back-end API to work together, and it requires some understanding of a variety of technologies.

How to open xml format How to open xml format Apr 02, 2025 pm 09:00 PM

Use most text editors to open XML files; if you need a more intuitive tree display, you can use an XML editor, such as Oxygen XML Editor or XMLSpy; if you process XML data in a program, you need to use a programming language (such as Python) and XML libraries (such as xml.etree.ElementTree) to parse.

How to convert xml into pictures How to convert xml into pictures Apr 03, 2025 am 07:39 AM

XML can be converted to images by using an XSLT converter or image library. XSLT Converter: Use an XSLT processor and stylesheet to convert XML to images. Image Library: Use libraries such as PIL or ImageMagick to create images from XML data, such as drawing shapes and text.

See all articles