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Learn Python The Hard Way VS Numba

Compare Learn Python The Hard Way VS Numba and see what are their differences

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Learn Python The Hard Way logo Learn Python The Hard Way

One of the best guides to learn Python & coding in general

Numba logo Numba

Numba gives you the power to speed up your applications with high performance functions written...
  • Learn Python The Hard Way Landing page
    Landing page //
    2022-06-16
  • Numba Landing page
    Landing page //
    2019-09-05

Learn Python The Hard Way features and specs

  • Hands-On Practice
    The book emphasizes learning through practical exercises, helping learners to reinforce their understanding by actively writing code and solving problems.
  • Structured Learning Path
    The book offers a well-defined progression path that gradually increases in complexity, making it suitable for beginners who need a clear roadmap.
  • Focus on Basics
    It emphasizes fundamental concepts and core programming skills, ensuring a solid foundation in Python programming.
  • Immediate Feedback
    By practicing exercises and checking their code against provided solutions, learners receive immediate feedback which facilitates faster learning.

Possible disadvantages of Learn Python The Hard Way

  • Limited Depth
    The book may not cover advanced Python topics in depth, which might be a limitation for intermediate learners needing more comprehensive material.
  • Learning Style Restriction
    The 'Hard Way' approach may not suit everyone, especially learners who prefer theoretical explanations before diving into coding exercises.
  • Paid Access
    Some of the content, especially the extended and video materials, require purchase, which might be a drawback for those seeking completely free resources.
  • Rigid Problem Solving
    Some users may find the exercise solutions to be somewhat rigid, not encouraging alternative problem-solving techniques or creative code implementations.

Numba features and specs

  • Performance
    Numba can significantly increase the speed of execution for numerically intensive Python code by compiling Python functions to optimized machine code using LLVM.
  • Ease of Use
    Numba is user-friendly and requires minimal code changes. Often, just applying a decorator to functions is enough to gain performance benefits.
  • Integration with NumPy
    Numba works well with NumPy, allowing users to compile functions that utilize NumPy arrays efficiently.
  • JIT Compilation
    It supports Just-In-Time (JIT) compilation, enabling functions to be compiled at runtime, which allows for optimizations based on actual usage.
  • GPGPU Acceleration
    Numba offers support for GPU acceleration, which can further enhance performance by offloading tasks to NVIDIA GPUs using CUDA.

Possible disadvantages of Numba

  • Limited Python Feature Support
    Numba does not support all Python features and standard library modules, which can limit its applicability for certain functions or applications.
  • Compilation Overhead
    The initial compilation of functions can add overhead, which might negate performance gains for small or simple tasks.
  • Debugging Difficulty
    Debugging Numba-compiled code can be challenging due to the compiled nature of the code, which may obscure typical Python error messages.
  • Complex Code Compatibility
    More complex Python constructs, such as classes and closures, are not fully supported, requiring workarounds or alternative solutions.
  • Dependency on LLVM
    Numba heavily relies on the LLVM library for compilation, which can complicate installation and increase dependency size.

Learn Python The Hard Way videos

+ Add

Learn Python the Hard Way by Zed A Shaw: Review | Complete python tutorial. Learn Python coding

More videos:

  • Review - Learn Python The Hard Way - Review

Numba videos

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The Criminal History of RondoNumbaNine

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  • Review - RondoNumbaNine - Free RondoNumbaNine "Clint Massey” (Official Interview - WSHH Exclusive)

Category Popularity

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Learn Python The Hard Way

Numba

Online Learning
100 100%
Online Learning
0% 0
Website Builder
0 0%
Website Builder
100% 100
Education
100 100%
Education
0% 0
Website Design
0 0%
Website Design
100% 100

User comments

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Social recommendations and mentions

Based on our record, Numba should be more popular than Learn Python The Hard Way. It has been mentiond 93 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

Learn Python The Hard Way mentions (13)

  • Should I learn Python with GPT?
    Try this instead: https://learnpythonthehardway.org/ LLMs will give you an uncertain percentage of wrong answers. It’s like having a teacher that lies to you and doesn’t know when they are lying and has zero understanding of the information they give you. - Source: Hacker News / 9 months ago
  • How to Get Started as a New Open Source Contributor to PgAdmin4
    Basic Python Knowledge: Ensure you have a solid understanding of Python basics. Resources like Python.org and Learn Python the Hard Way are great starting points. - Source: dev.to / 10 months ago
  • Python Concepts for Product Manager.
    Go here: https://learnpythonthehardway.org/. Source: almost 2 years ago
  • What is the best way to learn VFX Programming and Concepts for someone who is more “art” minded.
    Also, I haven’t looked at it in a super long time but personally I got started with Python using https://learnpythonthehardway.org after originally training to be an artist and ended up having a pretty successful career in Pipeline instead. Source: about 2 years ago
  • I have zero knowledge in python
    Https://learnpythonthehardway.org/ combined with the Harvard cs50 course and codeacademy all together will get you pretty far. They provide quite a bit of information and practical instruction for free. Source: almost 3 years ago
View more

Numba mentions (93)

  • I Use Nim Instead of Python for Data Processing
    >Not type safe That's the point. Look up what duck typing means in Python. Your program is meant to throw exceptions if you pass in data that doesn't look and act how it needs to. This means that in Python you don't need to do defensive programming. It's not like in C where you spend many hundreds of lines safe-guarding buffer lengths, memory allocation, return codes, static type sizes, and so on. That means that... - Source: Hacker News / 9 months ago
  • Gravitational Collapse of Spongebob
    I believe it is using Numba which converts to machine code. https://numba.pydata.org/. - Source: Hacker News / about 1 year ago
  • Mojo🔥: Head -to-Head with Python and Numba
    Around the same time, I discovered Numba and was fascinated by how easily it could bring huge performance improvements to Python code. - Source: dev.to / over 1 year ago
  • Mojo: The usability of Python with the performance of C
    Or you use numba [1]. Then you can use a subset of plain Python. [1] https://numba.pydata.org/. - Source: Hacker News / over 1 year ago
  • Is anyone using PyPy for real work?
    Simulations are, at least in my experience, numba’s [0] wheelhouse. [0]: https://numba.pydata.org/. - Source: Hacker News / almost 2 years ago
View more

What are some alternatives?

When comparing Learn Python The Hard Way and Numba, you can also consider the following products

Google's Python Class - Assorted educational materials provided by Google.

Cython - Cython is a language that makes writing C extensions for the Python language as easy as Python...

A Byte of Python - A Byte of Python is a Python programming tutorial and learning book that teaches you how to program with the Python programming language.

PyInstaller - PyInstaller is a program that freezes (packages) Python programs into stand-alone executables...

The New Boston video series - Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube.

cx_Freeze - cx_Freeze is a set of scripts and modules for freezing Python scripts into executables in much the...

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