Programming — Python — December 16th, 2024
Step-By-Step Guide to Integrating Python With RPA (Blue Prism)
Although this article focuses on integrating Python with Blue Prism, the outlined steps can also be applied by small changes with other RPA tools.
December 16th, 2024 — Source
Programming — Python — December 13th, 2024
17 Essential Python Libraries AI Engineers & Developers Should Know
Artificial Intelligence (AI) engineering is no longer just about building models from scratch—it's about creating systems that are efficient, scalable, and seamlessly integrated into real-world applications. If you've ever felt overwhelmed by the sheer number of AI tools and frameworks out there, you're not alone. With the rapid pace of innovation, it's easy to feel like you're constantly playing catch-up.
December 13th, 2024 — Source
CentOS Stream 10 released
CentOS Stream 10 has been released, featuring updates such as Linux kernel 6.12, Python 3.12, Go 1.23, Rust 1.82, Valkey 7.2, and GNOME 47.
December 13th, 2024 — Source
Programming — Python — December 10th, 2024
Open source maintainers are drowning in junk bug reports written by AI
Python security developer-in-residence decries use of bots that 'cannot understand code'
December 10th, 2024 — Source
Programming — Python — December 2nd, 2024
Setup YOLO Object Detection using the Raspberry Pi AI HAT
Integrating advanced object detection into your projects has become more accessible with the Raspberry Pi AI HAT and YOLO models. This guide outlines a detailed process for setting up the hardware, configuring the software, and implementing Python-based object detection, counting, and positional tracking.
December 2nd, 2024 — Source
Programming — Python — November 12th, 2024
Researchers develop Python code for in-memory computing — in-memory computation comes to Python code
This is the first type of work that has gone into making software compatible with this new computing method.
November 12th, 2024 — Source
Programming — Python — October 20th, 2024
Open source LLM tool primed to sniff out Python zero-days
The static analyzer uses Claude AI to identify vulns and suggest exploit
October 20th, 2024 — Source
Programming — Python — October 8th, 2024
7 Powerful Databases Python Developers Should Know
As a Python developer, your choice of database can greatly influence your project's success. Selecting the right database is crucial for optimizing your application's data handling capabilities, performance, and scalability. This guide by ArjanCodes introduces seven powerful databases, each with unique features and strengths suited to different data handling needs, ranging from time series data to geospatial information.
October 8th, 2024 — Source
Programming — Python — October 7th, 2024
Functional Programming Principles Powering Python’s itertools Module
Explore concepts like higher-order functions, currying, and lazy evaluation that can help Python developers make better use of the itertools functions.
October 7th, 2024 — Source
Python AI Updates Highlight New VS Code Release
Millions of Python developers using Visual Studio Code find updated data science functionality in the new release of version 1.94, the September 2024 edition of Microsoft's open-source-based editor.
October 7th, 2024 — Source
Programming — Python — October 5th, 2024
Python, Firefox, CUPS-Filters and more updates for RHEL
Red Hat Enterprise Linux has received a number of security updates, including python3.11, Firefox, cups-filters, OpenShift Container Platform 4.14.38, Red Hat OpenShift Data Foundation 4.14.11, Thunderbird, golang, cups-filters, and Golang:
October 5th, 2024 — Source
Programming — Python — September 23rd, 2024
Build Vector Embeddings for Video via Python Notebook and OpenAI CLIP
Delve into AI's capabilities to analyze video data and how vector embeddings, created with Python and OpenAI CLIP, can help interpret and analyze video content.
September 23rd, 2024 — Source
Programming — Python — September 19th, 2024
FFMPEG, Python, ClamAV, Ucode-Intel, Wireshark updates for SUSE
OpenSUSE Leap and SUSE Linux Enterprise have received security updates for ffmpeg-4, python312, clamav, clamav, ucode-intel, and wireshark:
September 19th, 2024 — Source
Programming — Python — September 3rd, 2024
Flatpak and Python updates for Fedora 40
The following two security updates have been released for Fedora Linux 40:
September 3rd, 2024 — Source
Programming — Python — August 27th, 2024
AI upskilling is essential for Python developers, says education expert
Career benefits abound
August 27th, 2024 — Source
Programming — Python — August 26th, 2024
A quick guide to tool-calling in large language models
A few lines of Python is all it takes to get a model to use a calculator or even automate your hypervisor
August 26th, 2024 — Source
Programming — Python — August 16th, 2024
.NET Aspire 8.1: Enhanced Container Image Building and Python Orchestrating Support
Microsoft released the .NET Aspire 8.1 version at the end of July. The latest version introduces a series of enhancements and new features designed for use in production environments. The most notable addition in this release is support for building container images and the also capability to orchestrate Python code.
August 16th, 2024 — Source
Default Map Value
Learn how to provide a default value when querying an absent key in a hash map in different programming languages including Java, Kotlin, Python, and more.
August 16th, 2024 — Source
openSUSE-SU-2024:0244-1: important: Security update for apptainer
openSUSE Security Update: Security update for apptainer
August 16th, 2024 — Source
Programming — Python — August 8th, 2024
Running PyTorch on GPUs
This summary of steps to run the PyTorch framework or any AI workload on GPUs highlights the importance of the hardware, driver, software, and frameworks.
August 8th, 2024 — Source
Programming — Python — August 2nd, 2024
FastHTML making Python web app creation easier
FastHTML is a new Python web framework developed by Jeremy Howard and others, designed to simplify web development by minimizing the need for JavaScript and CSS. The framework leverages HTMX to allow developers to create web applications using primarily Python, making it more accessible for those familiar with Python scripting but less so with web technologies.
August 2nd, 2024 — Source
Programming — Python — July 18th, 2024
Precision Python: Leveraging mypy and Pylint for Type Safety
Python's dynamic typing is flexible but error-prone. Static type checking with mypy and Pylint enhances code reliability and maintainability.
July 18th, 2024 — Source
Programming — Python — July 9th, 2024
Poppler, KRB5, Python-Docker, and more updates for SUSE
The following security updates are available for openSUSE and SUSE Linux Enterprise:
July 9th, 2024 — Source
Programming — Python — July 2nd, 2024
Fedora 41 Looks To Finally Say Goodbye To Python 2.7
A change proposal has been filed by Red Hat engineer Miro Hrončok for retiring Python 2.7 within Fedora 41 and to drop packages still depending upon Python 2.
July 2nd, 2024 — Source
How to use Mesop Google’s new AI user interface (UI) Builder
Google has open-sourced a new Python-based UI framework called Mesop, designed to rapidly build web applications with the help of AI. This framework allows users to create various UI components and front-ends efficiently using minimal code. Mesop supports hot reloading, enabling automatic browser updates and state preservation. It also integrates with Gemini’s API for enhanced functionality.
July 2nd, 2024 — Source
Programming — Python — June 28th, 2024
Cool for you: Python Polars swims through dataframes
The end-of-month report features 10 ways to make Python faster, a deep dive into CPython garbage collection, and Python Polars closing in on a production release.
June 28th, 2024 — Source
Programming — Python — June 26th, 2024
How to install Python the smart way
Learn how to get Python up and running on Windows, macOS, or Linux—and avoid the biggest pitfalls along the way.
June 26th, 2024 — Source
Programming — Python — June 24th, 2024
The 10 Best Python Courses That are Worth Taking in 2024
Today's best Python courses offer hands-on experience with data analysis, web development, machine learning and more.
June 24th, 2024 — Source
Programming — Python — June 14th, 2024
Python pick: Monkeytype automates type hints
This half-month report includes a way to add type hints automatically to untyped Python code, getting started with Django 5, and a deep dive into CPython garbage collection and memory management.
June 14th, 2024 — Source
Programming — Python — June 12th, 2024
Data Analysis and Automation Using Python
In this piece, we will look into the basics of data analysis and automation with examples done in Python, a high-level programming language.
June 12th, 2024 — Source
How to build fully automated Invoice System in Python
Invoicing is a crucial aspect of any business, but it can be time-consuming and prone to errors when done manually. Creating an automated invoice system in Python with a graphical user interface (GUI) can significantly streamline your invoicing process, saving you valuable time and ensuring accuracy. This comprehensive guide will walk you through the steps to develop a customizable invoice system that allows you to easily create professional invoices and export them as PDF files, all while handling errors efficiently.
June 12th, 2024 — Source
Programming — Python — June 7th, 2024
Hacking Windows 11 Recall with Python to reveal everything
Recently Microsoft introduced a new Windows 11 feature called "Recall," which aims to enhance user convenience by capturing frequent screenshots of user activity. While this feature is designed to improve the user experience, it also raises significant privacy concerns that cannot be overlooked. Even though the images recorded by the AI are stored locally if you're local machine becomes compromised and available to third-party hackers for instance your screenshots become easily accessible thanks to a demonstration by Mental Outlaw.
June 7th, 2024 — Source
Python 3.13 Beta 2 Released For Testing The Experimental JIT & Other New Features
The second beta is now available for testing of the upcoming Python 3.13 release that is bringing an experimental JIT, a new interactive interpreter, and other big features for this annual Python feature release.
June 7th, 2024 — Source
Programming — Python — May 29th, 2024
Django tutorial: Get started with Django 5.0
Get up and running with routes, views, and templates in Python"s most popular web framework.
May 29th, 2024 — Source
Programming — Python — May 17th, 2024
Critical Flaw in AI Python Package Can Lead to System and Data Compromise
A critical vulnerability tracked as CVE-2024-34359 and dubbed Llama Drama can allow hackers to target AI product developers.
May 17th, 2024 — Source
Programming — Python — May 10th, 2024
How to make a talking AI assistant using Llama 3 and Python
This guide will provide more insight into how you can harness the power of Python and leveraging Meta's latest large language model in the form of Llama 3, Assembly AI, and Eleven Labs APIs, to construct sophisticated AI assistants that not only comprehend user input but also engage in intelligent and contextually relevant conversations with users.
May 8th, 2024 — Source
The best new features and fixes in Python 3.13
A new JIT compiler, the first no-GIL edition of Python, better errors and typing enhancement, and the removal of dead batteries are all part of Python 3.13.
May 8th, 2024 — Source
Programming — Python — April 29th, 2024
Python, Flutter teams latest on the Google chopping block
Never mind the record revenues, costs must be cut
April 29th, 2024 — Source
Programming — Python — April 26th, 2024
Fake job interviews target developers with new Python backdoor
A new campaign tracked as “Dev Popper” is targeting software developers with fake job interviews in an attempt to trick them into installing a Python remote access trojan (RAT).
April 26th, 2024 — Source
Programming — Python — April 24th, 2024
Wasmer unveils Python to Wasm compiler
py2wasm draws on Nuitka to convert Python programs to WebAssembly and run them at 3x faster speeds, Wasmer says.
April 24th, 2024 — Source
Programming — Python — April 17th, 2024
Intro to Streamlit: Web-based Python data apps made easy
Streamlit lets you write web-based Python data applications
April 17th, 2024 — Source
Programming — Python — April 11th, 2024
Python Test217: Podcasting / SaaS / Work Life Balance - Justin Jackson
If you've ever thought about starting a podcast or a SaaS project, you'll want to listen to this episode.
April 11th, 2024 — Source
Programming — Python — March 28th, 2024
Malware Upload Attack Hits PyPI Repository
Maintainers of the Python Package Index (PyPI) repository were forced to suspend new project creation and new user registration to mitigate a malware upload campaign.
March 28th, 2024 — Source
PyPI halted new users and projects while it fended off supply-chain attack
Automation is making attacks on open source code repositories harder to fight.
March 28th, 2024 — Source
PyPI suspends new user registration to block malware campaign
The Python Package Index (PyPI) has temporarily suspended user registration and the creation of new projects to deal with an ongoing malware campaign.
March 28th, 2024 — Source
Programming — Python — March 27th, 2024
How to Hire a Python Developer
Despite the fast-paced evolution of programming languages, Python continues to maintain a firm grasp on developers' preferences, as reflected by the responses from JetBrains' State of Developer Ecosystem 2023 survey.
March 27th, 2024 — Source
Programming — Python — March 25th, 2024
Best Programming Language for AI
If you're interested in pursuing a career in artificial intelligence (AI), you'll need to know how to code. But where do you start? What is the best programming language for AI? And what platforms should you begin with? This article will provide you with a high-level overview of the best programming languages and platforms for AI, as well as their key features.
March 25th, 2024 — Source
Over 170K users caught up in poisoned Python package ruse
Supply chain attack targeted GitHub community of Top.gg Discord server
March 25th, 2024 — Source
Top Python Developers Hacked in Sophisticated Supply Chain Attack
Multiple Python developers get infected after downloading malware-packed clone of the popular tool Colorama.
March 25th, 2024 — Source
Programming — Python — March 20th, 2024
Modern Python: Patterns, Features, and Strategies for Writing Efficient Code (Part 1)
The article elucidates pivotal patterns, features, and strategies in contemporary Python programming and offers insights into practical code development techniques.
March 20th, 2024 — Source
Programming — Python — March 18th, 2024
LangChain, Python, and Heroku
In this tutorial, learn how to build and deploy LLM-based applications with ease using LangChain, Python, and Heroku for streamlined development and deployment.
March 18th, 2024 — Source
Programming — Python — March 15th, 2024
Build advanced AI agents and assistants using Python
The guide provides a tutorial on building an advanced artificial intelligence (AI) agent using Python and Retrieval Augmented Generation (RAG). The AI agent is capable of utilizing various tools and data sources to answer questions and perform tasks. The tutorial is designed for beginner to intermediate programmers and demonstrates the agent's ability to interact with structured and unstructured data, as well as execute custom functions.
March 14th, 2024 — Source
Programming — Python — March 14th, 2024
10 Reasons to Love Google Docs
Google Docs is like Mary Poppins' magic purse. Underneath your standard cloud-based word processor fare is a seemingly endless supply of tricks, features, and shortcuts. The platform doesn't immediately bombard you with options -- in fact, Google Docs has always been modest in presentation -- but it does reward those who do a little digging.
March 14th, 2024 — Source
Rust-Tailored Slint GUI Toolkit Adding Python API Software — Office — March 14th, 2024
Some Phoronix readers have been interested in Slint as a Rust-focused graphical toolkit that offers a royalty-free license and in addition to desktop ambitions has also been porting to Android. Slint 1.5 was released today and in addition to the Rust programming language support has begun offering a Python API.
March 14th, 2024 — Source
Programming — Python — March 11th, 2024
Actually, You Will Never Be Able to Master Python
To assist with daily work, programming languages need to have strong structured data processing capabilities. Learn which options are best.
March 11th, 2024 — Source
COBOL to JOBOL? A Poor Choice for Modernization
This article digs into the common challenges of COBOL to Java conversion and some strategies to be employed to avoid the JOBOL pitfall.
March 11th, 2024 — Source
From Kotlin Scripting to Python
I recently moved away from Kotlin Scripting to Python. In this post, I want to explain my reasons and document the migration.
March 11th, 2024 — Source
Programming — Python — March 8th, 2024
Python in Urban Planning
This article explores the role of Python in urban planning, highlighting its importance in leveraging data analysis and programming for sustainable city development.
March 8th, 2024 — Source
Programming — Python — March 1st, 2024
10 Tips To Improve Python Coding Skills in 2024
Good Python coding skills allow professionals to execute all Python-related works efficiently and conveniently. Here are 10 tips to help you improve your skills.
March 1st, 2024 — Source
Programming — Python — February 28th, 2024
10 tips for speeding up Python programs
There are many ways to boost Python application performance. Here are 10 hard-core coding tips for faster Python.
February 28th, 2024 — Source
Programming — Python — February 27th, 2024
White House: Use memory-safe programming languages to protect the nation
The White House is asking the technical community to switch to using memory-safe programming languages -- such as Rust, Python, Swift, C#, Java, and Go -- to prevent memory corruption vulnerabilities from entering the digital ecosystem.
February 27th, 2024 — Source
Programming — Python — February 21st, 2024
What is NumPy? Faster array and matrix math in Python
Learn how this popular Python library accelerates math at scale, especially when paired with tools like Cython and Numba.
February 21st, 2024 — Source
Programming — Python — February 19th, 2024
Python Function Pipelines: Streamlining Data Processing
Function pipelines allow seamless execution of multiple functions in a sequential manner, where the output of one function serves as the input to the next.
February 19th, 2024 — Source
Programming — Python — February 16th, 2024
Astral unveils 'extremely fast' Python package installer
Rust-based uv package manager promises to be a drop-in replacement for pip and up to 115x faster than pip when running with a warm cache.
February 16th, 2024 — Source
Programming — Python — February 12th, 2024
Norm of a One-Dimensional Tensor in Python Libraries
Learn how to calculate the Euclidean (norm/distance) of a single-dimensional (1D) tensor in NumPy, SciPy, Scikit-Learn, TensorFlow, and PyTorch.
February 12th, 2024 — Source
Programming — Python — February 9th, 2024
BigQuery DataFrames in Python
This article demonstrates how to effortlessly query, analyze, and write DataFrames in and out of BigQuery.
February 9th, 2024 — Source
Programming — Python — January 29th, 2024
Understanding Python's dataclass Decorator
This tutorial explores the advantages, usage, ordering, immutability, and default value of Python's dataclass decorator.
January 29, 2024 — Source
Programming — Python — January 26th, 2024
A Simple Guide To Retrieval Augmented Generation Language Models
Language models have shown impressive capabilities. But that doesn't mean they're without faults, as anyone who has witnessed a ChatGPT "hallucination" can attest. Retrieval Augmented Generation (RAG) is a framework designed to make language models more reliable by pulling in relevant, up-to-date data directly related to a user's query. In this article, Joas Pambou diagnoses the symptoms that cause hallucinations and explains not only what RAG is but also different approaches for using it to solve language model limitations.
January 26, 2024 — Source
Programming — Python — January 19th, 2024
Python Test 213: Repeating Tests
If a test fails in a test suite, I'm going to want to re-run the test. I may even want to re-run a test, or a subset of the suite, a bunch of times.
January 19, 2024 — Source
Unleashing the Power of Python: A Deep Dive into Data Visualization
Let's explore key factors contributing to Python's popularity in data visualization, including its open-source nature and integration with data analysis libraries.
January 19, 2024 — Source
Programming — Python — January 16th, 2024
Python3 and SqLite updates for Rocky Linux
Updated SqLite and Python3 packages are available for Rocky Linux 8:
January 16, 2024 — Source
Programming — Python — January 13th, 2024
Python Test 212: Canon TDD - by Kent Beck
In 2002, Kent Beck released a book called "Test Driven Development by Example". In December of 2023, Kent wrote an article called "Canon TDD". With Kent's permission, this episode contains the full content of the article.
January 13, 2024 — Source
Programming — Python — January 11th, 2024
Implementation of Data Quality Framework
In this article, let's explore the key components of a data quality framework and the steps involved in its implementation.
January 11, 2024 — Source
Programming — Python — January 10th, 2024
Intro to PyScript: Run Python in your web browser
PyScript lets you run Python scripts right in the browser, side by side with JavaScript, with two-way interaction between your code and the web page.
January 10, 2024 — Source
Enums in Python
Here, learn how enums in Python provide a clear and expressive way to represent fixed sets of values, enhance code readability, prevent bugs, and more!
January 10, 2024 — Source
Python Programming — Resources — A
A Beginner's Python Tutorial
A Python tutorial originally written for the modding community of Firaxis' Civilization. Useful to beginners with little or no programming knowledge.
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A Course in Python/CGI
This site contains materials from a 13 week course for learning Python and CGI. Suited for self-study.
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A Quick Tour of Python
Short overview of some basics, for users with some programming knowledge.
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Python Programming — Resources — B
Boost.Python
A C++ library which enables seamless interoperability between C++ and the Python programming language.
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Python Programming — Resources — C
Cameron Laird on Python and the Web
Discusses both client-side and server-side Web programming.
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Python Programming — Resources — D
Database Topic Guide
Python programs can use minimal code to access, display, and update a database. this guide provides "links to relevant Python modules, documentation, and projects" concerning databases, as well as adding persistence to Python objects.
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Download Standard Python Software
Python is a dynamic object-oriented programming language that can be used for many kinds of software development.
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Python Programming — Resources — F
F2PY:
Fortran to Python interface generator
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Five Minutes to a Python CGI
By David Mertz. Brief introduction to writing CGI programs, Python CGI module, formatting output, error logging/debugging.
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Python Programming — Resources — G
Genetic Programming: 3D Visualisation in Python
This is a GUI frontend to the genetic programming assignment given in this subject. the aim is to evolve a wall-following robot. the program provides multiple visualisations of the process. It was written with Janice Leung — many thanks for the beautiful widgets!
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Python Programming — Resources — H
Hot Scripts — Python
Hot Scripts is the net's largest PHP, CGI, Perl, JavaScript and ASP script collection and resource web portal. we are an Internet directory that compiles ...
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Python Programming — Resources — I
Instant Hacking
By Magnus Lie Hetland. Minimal, concise, general introduction to programming, via Python, moves very quickly. English, Italian, Polish, Japanese, Serbian, Korean.
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Instant Python
By Magnus Lie Hetland. Minimal introduction for experienced programmers. Treats basics, OO programming, Jedi mind trick. English, French, Italian, Portuguese, Spanish; German, Norwegian; Lithuanian, Polish, Russian; Japanese, Korean.
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Python Programming — Resources — L
Learning Python — the Interactive Way
One of the nice things about programming in python is that it is free, relatively easy to use, and there is lots of support and development online. One of the downsides is that there is not a standard python package to install... you have to know about all the interesting add-on bits to get maximum usage out of python. Luckily, some enterprising astronomers and other programming-scientists have put together pre-packaged python distributions containing many of the most useful add-ons like numpy, scipy, matplotlib, atpy, etc.
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Python Programming — Resources — N
Need Scripts
One stop Web Development Resource providing reviews and articles.
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Python Programming — Resources — O
One of Microsoft's Best-Kept Secrets — Python Tools for Visual Studio (PTVS)
I've talked some about the sweet support for node and PHP in Azure. you can also File | new | Node.js express application in WebMatrix, or run WordPress and get intellisense as well.
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Python Programming — Resources — P
PHP, Perl and Python on the wane?
A trio of open source scripting languages are waning in popularity among developers at precisely the time big-name IT companies are adding their support
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Pyjnius: Accessing Java classes from Python
We're pleased to announce the Pyjnius project. it's a Python library to access Java classes from Python, on the desktop or on Android.
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Python CGI
An Interactive Instruction.
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Python Cookbook
Collaborative website built by ActiveState and O'Reilly, hosts user contributions; collection of recipes.
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Python Documentation Index
Official tutorial and references, including library/module usage, Macintosh libraries, language syntax, extending/embedding, and the Python/C API. Also links to off-site beginners' tutorials, HOWTOs, and many special interest topics.
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Python for Beginners
New to programming? this page lists some places that can get you started quickly.
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Python impressions
First, a word on my learning process. Python is a mature and useful language, so from the start I decided not only to play around, but to take it quite seriously. So, apart from reading the official Python tutorial and most of the free online book Dive into Python I spent a lot of time actually using Python, both for writing test scripts that display various features I might need and useful programs, both at work and home.
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Python Programming for Beginners
Shows how to write programs that use command-line options, read and write to pipes, access environment variables, handle interrupts, read from and write to files, create temporary files, write to system logs.
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Python Programming Language — Official Website
Python is a dynamic object-oriented programming language that can be used for many kinds of software development.
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Python Programming Tutorial
By Richard G. Baldwin. Separate lessons teach programming basics. Free online, fee download files.
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Python Quick Reference
By Simon Brunning. Thorough 'cheat sheet'; brief reminders for nearly each language aspect: syntax nuances; built-in features, statements, modules; basic, advanced types, operations; lexical entities, common development tools. for several Python versions; HTML, Zip, Windows Help, text.
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Python SIGs
Archives of current and past listserv discussions on a LOT of interesting topics. GREAT for researching problems.
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Python Tutorial
Introduction to Python, where to find it, how to install, and create a very simple script.
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Python Tutorial
Python Software Foundation
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Python v3.3.0 documentation
Python is a dynamic object-oriented programming language that can be used for many kinds of software development.
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python-goto
A function decorator, that rewrites the bytecode, to enable goto in Python
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Python Programming — Resources — S
speech.py
speech.py is a Python module that provides a clean interface to Windows's voice recognition and text-to-speech capabilities. it's very easy to use within a program that needs to listen for specific phrases or general speech, or that needs to speak.
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Python Programming — Resources — T
TCC Publications: Programming Languages
Python language quick reference (28 pp), Tkinter reference (84 pp), Python Imaging Library PIL quick reference (6 pp). Postscript and PDF formats available.
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Tutorialized.com — Free Python tutorials
A collection of Python tutorials from resources around the Internet.
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Python Programming — Resources — W
Welcome to UFORA
A compiled, automatically parallel subset of python for data science and numerical computing.
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Working with the Operating System
In this topic we will look at the role of the Operating System (OS) and how we can access the OS from Python.
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Writing CGI Programs in Python
Introduces using Python for CGI applications. Has database access examples. Several parts.
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