Research Focus: Week of June 24, 2024

Welcome to Research Focus, a series of blog posts that highlights notable publications, events, code/datasets, new hires and other milestones from across the research community at Microsoft. NEW RESEARCH Towards Energy Efficient 5G vRAN Servers Virtualized radio access networks (vRANs), which run the cellular radio stack on commodity servers instead of specialized hardware, are increasingly used in modern cellular networks (e.g., 5G), owing to advantages such as a multi-vendor ecosystem, easier maintenance, and faster feature upgrades. In a recent  

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Stable Diffusion Project: Creating Illustration

Many people write in their jobs. Not everyone is a novel writer; some write technical documentation, business plans, news articles, and even blog posts. In those writings, illustrations are not essential but often good to have. They are decorations, interpretations, or visual explanations of the text. However, you probably do not want to spend too much time or do not have the drawing skills to create the illustration. Stable Diffusion is here to help! In this post, you will see […]

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Tips for Choosing the Right Machine Learning Model for Your Data

Image by Author | Midjourney & Canva Introduction Choosing the right machine learning model for your data is of major importance in any data science project. The model you select will have a significant impact on the insights you derive from your data, and ultimately determine the usefulness of a project. In this article, we aim to provide practical tips to help new practitioners make informed decisions when choosing machine learning models. 1. Understand Your Data Understanding the type and […]

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5 Effective Ways to Handle Imbalanced Data in Machine Learning

Image by Author Introduction Here’s a something that new machine learning practitioners figure out almost immediately: not all datasets are created equal. It may now seem obvious to you, but had you considered this before undertaking machine learning projects on a real world dataset? As an example of a single class vastly outnumbering the rest, take for instance some rare disease, which only 1% of the population has. Would a predictive model that only ever predicts “no disease” still be […]

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Build a GUI Calculator With PyQt and Python

Even though web and mobile applications appear to have taken over the software development market, there’s still demand for traditional graphical user interface (GUI) desktop applications. If you’re interested in building these kinds of applications in Python, then you’ll find a wide variety of libraries to choose from. They include Tkinter, wxPython, PyQt, PySide, and a few others. In this video course, you’ll learn the basics of building GUI desktop applications with Python and PyQt. In this video course, you’ll […]

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Creating Great README Files for Your Python Projects

Most software projects benefit from having a piece of documentation that provides a quick start guide for setting up, using, and contributing to the project. This is especially true in open-source projects where you typically want to attract users and contributors. This type of document is commonly known as a README file, and you should add one to each Python project you create. In this tutorial, you’ll learn: What a README file is How to organize a README file What […]

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5 Free YouTube Channels Dedicated to Machine Learning Education

Image by Author As a data professional, you should also know how to build predictive models with machine learning to solve business problems. And if you’re interested in machine learning, you’re probably also looking for the best resources to get going. Well, you can always choose a self-paced online course that best aligns with your learning preferences. But if you prefer learning from some of the best educators and experienced professionals—all for free—then YouTube is a great learning resource. This […]

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Stable Diffusion Project: Word Art

Stable Diffusion is a powerful tool that helps you generate pictures. It is fun to play with the generative AI tool. But it would be useful if the tool could help you in a real job. In this post, you will see how you can leverage the power of Stable Diffusion to work on something realistic and practical. After finishing this post, you will learn: The reasoning process to decide how to use Stable Diffusion Augmenting other tools with Stable […]

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5 Free Books on Machine Learning Algorithms You Must Read

Image by Author If you are a machine learning student, researcher, or practitioner, it is crucial for your career growth to have a deep understanding of how each algorithm works and the various techniques to enhance model performance. Nowadays, many individuals tend to focus solely on the code, data, and pre-trained models, often without fully comprehending the machine learning model’s algorithm or architecture. They simply fine-tune the model on a new dataset and adjust hyperparameters to improve performance. However, to […]

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Quiz: Creating Great README Files for Your Python Projects

Interactive Quiz ⋅ 5 QuestionsBy Leodanis Pozo Ramos Share Or copy the link: Copied! Happy Pythoning! Test your understanding of how a great README file can make your Python project stand out and how to create your own README files. Take this quiz after reading our Creating Great README Files for Your Python Projects tutorial. The quiz contains 5 questions and there is no time limit. You’ll get 1 point    

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