Author: Deep Learner
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
Read moreAchieving 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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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 […]
Read moreMetaclasses 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 […]
Read moreLarge-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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Using and Creating Global Variables in Your Python Functions
A global variable is a variable that you can use from any part of a program, including within functions. Using global variables inside your Python functions can be tricky. You’ll need to differentiate between accessing and changing the values of the target global variable if you want your code to work correctly. Global variables can play a fundamental role in many software projects because they enable data sharing across an entire program. However, you should use them judiciously to avoid […]
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