Author: Deep Learner

Python

Using k-Nearest Neighbors (kNN) in Python

In this video course, you’ll get a thorough introduction to the k-Nearest Neighbors (kNN) algorithm in Python. The kNN algorithm is one of the most famous machine learning algorithms and an absolute must-have in your machine learning toolbox. Python is the go-to programming language for machine learning, so what better way to discover kNN than with Python’s famous packages NumPy and scikit-learn! You’ll explore the kNN algorithm both in theory and in practice. It’s important to learn about the mechanics […]

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Python

How to Launch an HTTP Server in One Line of Python Code

Traditionally, if you wanted to handle HTTP requests and serve static content from files, then you had to set up a full-fledged web server like Apache or NGINX, which could be a tedious process. Building a dynamic web application requires installing a web framework, such as Django, Flask, or FastAPI, which adds yet another complexity layer. Fortunately, you can take advantage of a basic HTTP server built into Python to avoid all this hassle. Python’s HTTP server can come in […]

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REACT — A synergistic cloud-edge fusion architecture

This research paper was accepted by the eighth ACM/IEEE Conference on Internet of Things Design and Implementation (IoTDI), which is a premier venue on IoT. The paper describes a framework that leverages cloud resources to execute large deep neural network (DNN) models with higher accuracy to improve the accuracy of models running on edge devices. Leveraging the cloud and edge concurrently The internet is evolving towards an edge-computing architecture to support latency-sensitive DNN workloads in the emerging Internet of  

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Achieving Zero-COGS with Microsoft Editor Neural Grammar Checker

Microsoft Editor provides AI-powered writing assistance to millions of users around the world. One of its features that writers of all levels and domains rely on is the grammar checker, which detects grammar errors in a user’s writing and offers suggested corrections and explanations of the detected errors. The technology behind grammar checker has evolved significantly since the 1970s, when the first-generation tool was based on simple pattern matching. A major breakthrough occurred in 1997, when Microsoft Word 97 introduced […]

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Python

ChatGPT: Your Personal Python Coding Mentor

Large language models (LLMs) have quickly gained popularity since OpenAI released ChatGPT for public access. Since then, people have used ChatGPT for fun, creative, and useful purposes. If you’ve dreamed about using ChatGPT as your Python coding mentor, then keep on reading. Using ChatGPT as your mentor doesn’t mean that you should try to build a software solution without knowing anything about programming. Instead, you’ll focus on using ChatGPT as a learning tool. It probably can’t replace you as a […]

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Python

Metaclasses in Python

In Python, everything is an object, even the classes that create objects. You used a class to instantiate an object instance, but classes themselves are also instantiated behind the scenes. This mechanism is available to you as a programmer through the concept of metaclasses. Metaclasses allow you to hook when classes are created, and this technique is what’s behind magical frameworks like Django and SQLAlchemy where class definitions have side effects that impact databases. In this course you’ll learn about […]

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Large-language models for automatic cloud incident management

This research was accepted by the IEEE/ACM International Conference on Software Engineering (ICSE), which is a forum for researchers, practitioners, and educators to gather, present, and discuss the most recent innovations, trends, experiences, and issues in the field of software engineering. The Microsoft 365 Systems Innovation research group has a paper accepted at the 45thInternational Conference on Software Engineering (ICSE), widely recognized as one of the most prestigious research conferences on software engineering. This paper, Recommending Root-Cause and Mitigation Steps […]

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