Author: Deep Learner

Python

Click and Python: Build Extensible and Composable CLI Apps

You can use the Click library to quickly provide your Python automation and tooling scripts with an extensible, composable, and user-friendly command-line interface (CLI). Whether you’re a developer, data scientist, DevOps engineer, or someone who often uses Python to automate repetitive tasks, you’ll very much appreciate Click and its unique features. In the Python ecosystem, you’ll find multiple libraries for creating CLIs, including argparse from the standard library, Typer, and a few others. However, Click offers a robust, mature, intuitive, […]

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Python

Replacing a String in Python

If you’re looking for ways to remove or replace all or part of a string in Python, then this course is for you. You’ll be taking a fictional chat room transcript and sanitizing it using both the .replace() method and the re.sub() function. In Python, the .replace() method and the re.sub() function are often used to clean up text by removing strings or substrings or replacing them. In this tutorial, you’ll be playing the role of a developer for a […]

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Numpy Square Root Tutorial | Numpy.sqrt() | np.sqrt()

Introduction Numpy is a powerful library in Python that offers support for multi-dimensional arrays and a vast collection of mathematical functions. Among these mathematical functions, the numpy.sqrt() function is very commonly used, as it calculates the square root of every element in the array. In this article, we’ll understand its syntax, usage, and various aspects of the numpy.sqrt() function along with various examples. Syntax of numpy.sqrt() The syntax of numpy.sqrt()function is quite simple as explained below.    

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Python

Build a Code Image Generator With Python

If you’re active on social media, then you know that images and videos are popular forms of content. As a programmer, you mainly work with text, so sharing the content that you create on a daily basis may not seem intuitive. That’s where a code image generator can come in handy for you! With a code image generator, you can create a nice-looking image of your code snippets. That way, you can share code without worrying about formatting, different syntax […]

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Collaborators: Project InnerEye with Javier Alvarez and Raj Jena

GRETCHEN HUIZINGA: You’re listening to Collaborators, a Microsoft Research Podcast showcasing the range of expertise that goes into transforming mind-blowing ideas into world-changing technologies. I’m Dr. Gretchen Huizinga. [MUSIC ENDS] I’m excited to be talking today with Javier Alvarez and Dr. Raj Jena. Javier is a Senior Director of Biomedical Imaging at Microsoft Health Futures in Cambridge, UK, and part of Project InnerEye, a machine learning technology designed to democratize AI for medical image analysis across the spectrum from research […]

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Python

Python Polars: A Lightning-Fast DataFrame Library

Now that you’ve installed Polars and have a high-level understanding of why it’s so performant, it’s time to dive into some core concepts. In this section, you’ll explore DataFrames, expressions, and contexts with examples. You’ll get a first impression of Polars syntax. If you know other DataFrame libraries, then you’ll notice some similarities but also some differences. Getting Started With Polars DataFrames Like most other data processing libraries, the core data structure used in Polars is the DataFrame. A DataFrame […]

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Python

Process Images Using the Pillow Library and Python

When you look at an image, you see the objects and people in it. However, when you read an image programmatically with Python or any other language, the computer sees an array of numbers. In this video course, you’ll learn how to manipulate images and perform basic image processing using the Python Pillow library. Pillow and its predecessor, PIL, are the original Python libraries for dealing with images. Even though there are other Python libraries for image processing, Pillow remains […]

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Python

What Are Python Asterisk and Slash Special Parameters For?

Whenever you think of Python’s asterisk operator (*), you most likely think of multiplication or exponentiation. Similarly, you probably associate the forward slash operator (/) with division. But you can also use the bare asterisk and slash as special parameters in function headers. These do something completely unrelated to mathematics. When defining functions, you’ll often include a list of comma-separated parameters to define what types of arguments the user can pass to your function. Using the asterisk and forward slash […]

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Microsoft at KDD 2023: Advancing health at the speed of AI

This content was given as a keynote at the Workshop of Applied Data Science for Healthcare and covered during a tutorial at the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, a premier forum for advancement, education, and adoption of the discipline of knowledge discovering and data mining. Recent and noteworthy advancements in generative AI and large language models (LLMs) are leading to profound transformations in various domains. This blog explores how these breakthroughs can accelerate progress in […]

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