Unfolding Data Stories: From First Glance to In-Depth Analysis

The path to uncovering meaningful insights often starts with a single step: looking at the data before asking questions. This journey through the Ames Housing dataset is more than an exploration; it’s a narrative about the hidden stories within numbers, waiting to be told. Through a “Data First Approach,” we invite you to dive deep into the process of data-driven storytelling, where every visualization, every statistical test, and every hypothesis forms a part of a larger narrative. This blog post […]

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Abstracts: March 21, 2024

CHANG LIU: Thank you. Thank you for this opportunity to share our work.  HUIZINGA: So in a few sentences, tell us about the issue or problem your paper addresses and why people should care about this research.  LIU: Sure. Since this is an AI4Science work, let’s start from this perspective. About science, people always want to understand the properties of matters, such as why some substances can cure disease and why some materials are heavy or conductive. For a very […]

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Build a Python Turtle Game: Space Invaders Clone

In this tutorial, you’ll use Python’s turtle module to build a Space Invaders clone. The game Space Invaders doesn’t need any introduction. The original game was released in 1978 and is one of the most recognized video games of all time. It undeniably defined its own video game genre. In this tutorial, you’ll create a basic clone of this game. The turtle module you’ll use to build the game is part of Python’s standard library, and it enables you to […]

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Research Focus: Week of March 18, 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 Fewer is More: Boosting LLM Reasoning with Reinforced Context Pruning Large language models (LLMs) have shown impressive capabilities, yet they still struggle with math reasoning. In a recent paper: Fewer is More: Boosting LLM Reasoning with Reinforced Context Pruning, researchers from Microsoft propose CoT-Influx, a  

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SQLite and SQLAlchemy in Python: Move Your Data Beyond Flat Files

All programs process data in one form or another, and many need to be able to save and retrieve that data from one invocation to the next. Python, SQLite, and SQLAlchemy give your programs database functionality, allowing you to store data in a single file without the need for a database server. You can achieve similar results using flat files in any number of formats, including CSV, JSON, XML, and even custom formats. Flat files are often human-readable text files—though […]

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Intelligent monitoring: Towards AI-assisted monitoring for cloud services

In the evolving field of software development, professionals are increasingly adopting a modern approach known as service-oriented architecture to enhance the scalability and flexibility of their services and applications. Often utilizing a microservices approach, developers construct software as a collection of small, independently functioning services. This method is particularly advantageous for developing cloud-based software, as it offers numerous benefits over the traditional monolithic architectures, including the ability to separately develop, deploy, and scale individual components of an application. Nevertheless, this […]

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Introducing Garnet – an open-source, next-generation, faster cache-store for accelerating applications and services

Researchers at Microsoft have been working for nearly a decade to address the increasing demand for data storage mechanisms to support the rapid advances in interactive web applications and services. Our new cache-store system called Garnet, which offers several advantages over legacy cache-stores, has been deployed in multiple use cases at Microsoft, such as those in the Windows & Web Experiences Platform, Azure Resource Manager, and Azure  

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Model-View-Controller (MVC) in Python Web Apps: Explained With Lego

If you’re curious about web development, then you’ve likely encountered the abbreviation MVC, which stands for Model-View-Controller. You may know that it’s a common design pattern that’s fundamental to many Python web frameworks and even desktop applications. But what exactly does it mean? If you’ve had a hard time wrapping your head around the concept, then keep on reading. In this tutorial, you’ll: Approach understanding the MVC pattern through a Lego-based analogy Learn what models, views, and controllers are conceptually […]

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Exploring how context, culture, and character matter in avatar research

This research paper was presented at the IEEE VR Workshop Series on Animation in Virtual and Augmented Environments (opens in new tab) (ANIVAE 2024), the premier series on 3D content creation for simulated training in extended reality. Face-to-face communication is changing, moving beyond physical interaction to include video conferencing and AR/VR platforms, where the participants are represented by avatars. Sophisticated avatars, animated through motion tracking, can realistically  

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The Da Vinci Code of Data: Mastering The Data Science Mind Map

Data Science embodies a delicate balance between the art of visual storytelling, the precision of statistical analysis, and the foundational bedrock of data preparation, transformation, and analysis. The intersection of these domains is where true data alchemy happens – transforming and interpreting data to tell compelling stories that drive decision-making and knowledge discovery. Just as Leonardo da Vinci masterfully blended scientific observation with artistic genius, we will explore how the art of storytelling in data science can illuminate insights with […]

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