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d0nutzgg · 1 year

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Optimizing your Python Code for Beginners

Optimizing your Python code can help make it run faster and use less memory. Here are some ways you can optimize your code to make it faster and easier to read:

Profile your code: Before you start optimizing, you need to know where the bottlenecks are in your code. You can use the built-in cProfile module to profile your code and identify which parts are taking the most time.

Use built-in functions and libraries: Python has a lot of built-in functions and libraries that are highly optimized. For example, the math library has highly optimized functions for performing mathematical operations. By using these built-in functions, you can often achieve significant performance gains.

Use NumPy and SciPy: NumPy and SciPy are powerful libraries for working with large arrays and matrices of data. They are highly optimized and can be much faster than using built-in Python data structures like lists and dictionaries.

Avoid using global variables: Global variables are variables that are defined at the top level of a module and can be accessed from anywhere within that module. They can make your code harder to understand and debug, and they can also slow down your code. Instead, try to use local variables and pass them as arguments to functions.

Use list comprehensions and generator expressions: List comprehensions and generator expressions are powerful tools for working with lists and sequences of data. They can be much faster than using for loops, and they also make your code more readable.

Avoid unnecessary computations: Make sure your code is only performing computations that are actually necessary. For example, if you're iterating over a list of data and you only need to keep track of the maximum value, you don't need to keep track of all the other values as well.

Use the right data structures: Python has several different data structures to choose from, like lists, dictionaries, and sets. Each data structure has its own strengths and weaknesses, so make sure you're using the right one for the job.

Avoid using recursion: Recursive functions can be hard to understand and debug, and they can also slow down your code. Instead, try to use loops or other iterative structures.

Use caching: Caching is a technique that allows you to store the results of expensive computations so you can reuse them later without having to recompute them. This can help speed up your code and reduce memory usage.

Use compiled extensions: If you have a performance-critical section of code that you can't optimize any further, you can consider writing it in a lower-level language like C or C++ and then using a Python extension module to call it from your Python code. You can also use specific techniques to optimize different types of code, such as optimizing code for parallel processing, or for specific types of data. It is also important to keep in mind that premature optimization can make code harder to read and maintain. It is always a good idea to start with writing readable and maintainable code, and then optimize only where necessary.

#Python #CodeOptimization #PerformanceTuning #ProgrammingTips #CodingBestPractices #DevelopersLife #CodeEfficiency #TechTips #CodeHacks #CodingCommunity

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brianwalkerdev · 1 year

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Posted @withrepost • @brianwalkerdev Glass UI tutorial project/Video Game interface https://brianwalker.dev/ #webdesign #websitedesign #webdesigner #webdevelopment #webdeveloper #uxdesign #uxdesigner #uidesign #ui #developerlife #ux #coding #wordpress #graphicdesign #graphicdesigner #html #css #developerslife #logo #javascript #entrepreneurship #smallbusiness https://www.instagram.com/p/CmUv0LPuaVh/?igshid=NGJjMDIxMWI=

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humanebits · 2 years

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Shoutout to all the programmers that encounter this each time they review the code.

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zoofsoftware · 3 months

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Developer Feelings: A Bug's Perspective 😅😅 Feelings of every developer for the bugs: Tag and Share With Your Developer, Friends, and Colleagues Let's amplify our teamwork and conquer new challenges together. Join us on this journey of laughter, challenges, and success! . . .

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learncodes · 7 months

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developerslifein · 10 months

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We hold our heads high, knowing freedom's price was steep, yet we paid it willingly, for liberty we'll always keep."

Happy Independence Day🇮🇳

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elicitdigital · 1 year

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How does a day in the life of a #developer look like? 🤔

Please share your opinion in comment box.🙄

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devwebtechnologytraining · 1 year

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s2labs · 1 year

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Dear Monday, my mama doesn’t like you and she likes everyone.

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techpaathshala · 1 year

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Success doesn't just happen, it's a result of smart choices. 🌟 When it comes to upskilling your professional life, choose wisely and invest in yourself. . . 🔔Don't miss a single post by turning on post notifications! 🎯 If you like our content, hit the follow button 👉 @techpaathshala

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yesitlabsllc · 1 year

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Achieve 40% Higher Results with these best practices

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scriptzol · 1 year

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Life of Developers😎😂🤣

Tag your IT guys😁

#developers #webdeveloper #webdevelopment #softwaredeveloper #memes😂#funnyvideos #funnymeme #memes2023 #developersmemes #programmerslife #developerslife #scriptzolmemes #scriptolteam #scriptzol

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brianwalkerdev · 1 year

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Posted @withrepost • @brianwalkerdev Mystical Waters Tarot/Client Project/Landing Page https://brianwalker.dev/ #webdesign #websitedesign #webdesigner #webdevelopment #webdeveloper #uxdesign #uxdesigner #uidesign #ui #developerlife #ux #coding #wordpress #graphicdesign #graphicdesigner #html #css #developerslife #logo #javascript #entrepreneurship #smallbusiness https://www.instagram.com/p/CmUva9oOLcq/?igshid=NGJjMDIxMWI=

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openprogrammer · 1 year

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Coding + Coffee = perfect afternoon 🔥 #developer #developers #programmer #nodejs #html #php #developerslife #webdevelopment #coding #javascript #software #webdeveloper #developerlife #computerscience #css #coder #programmerslife #backend #softwareengineering #webdesign #frontend #development #webdesigner #code #ux #wordpress #js #peoplewhocode https://www.instagram.com/p/Cnghg_PvvVu/?igshid=NGJjMDIxMWI=

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developerslifein · 1 year

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rehman-coding · 2 years

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I remember the times before I didn't know about this and it was painful. This is why I am hoping this piece of content will reach a lot of people. Have you ever heard of box-sizing: border-box before? Let us know. . . . ⚡ Useful links and roadmaps in my bio! ———————————————————————— 📌 Follow: @rehman_coding 💼 Portfolio: www.a-rehman.com ⚙️ GitHub: https://github.com/MuhRehman 💎 LinkedIn: https://www.linkedin.com/in/abdul-rehman-%E2%9C%94-8611505b/. ... .. #worldofprogrammers #gatsbyjs #css3 #coders #programmers #codingproblems #developerslife #webdev #javascriptframework #coderworlds #appdev #tailwindcss #reactjsdeveloper #reactjs #javascriptdevelopers #codeismylife #mongodb #codelife #lovecoders #laravel #websitedevelopment #programmingfacts #softwaredeveloper #devlife #worldcode #programming101 #programmings #javascript #webdeveloping #codingday https://www.instagram.com/p/Ckq18JwDbXr/?igshid=NGJjMDIxMWI=

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