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azureml-examples

Official community-driven Azure Machine Learning examples, tested with GitHub Actions.

azuremlopsinproduction

Azure Machine Learning - MLOps Python SDKv2

cognitive-services-python-sdk-samples

Learn how to use the Cognitive Services Python SDK with these samples

grannyprogramming

GH Spotlight repo

intrusion-detection-using-deep-learning-and-machine-learning

Network related services, programs and applications are developing greatly, however, network security breaches are also developing with them. Network security is an evolving, challenging and a critical task. It is essential that there is a system in place to identify any harmful movement happening in network. An Intrusion detection system (IDS) has become the prerequisite software addressing cyber security in the modern era. Especially, with the greater complexity of advanced cyber-attacks and as such the uncertainty surrounding the detection of the types of attacks. This thesis proposes a novel approach using an ensemble of K-Means and Gaussian Mixture clustering combined with a deep neural network (DNN) algorithm. When compared with traditional artificial neural network’s (ANN’s) used within an IDS, our approach implements modern advances in deep learning such as initialising the parameters through the unsupervised pre-training clustering ensemble, therefore improving the detection accuracy. We hope our results will show that the proposed approach can provide a real-time response to the attack with a greatly increased detection ratio for false flags.

mastering-azure-machine-learning-second-edition

Mastering Azure Machine Learning - Second Edition, published by Packt

mlops-templates

Azure MLOps (v2) solution accelerators. Enterprise ready templates to deploy your machine learning models on the Azure Platform.

mslearn-mlops-

systemdesignflashcardsgrokking

📚 SystemDesignFlashcards: A curated set of cards on system design principles. Covers distributed systems, design patterns, and more. Designed for architects and devs. Future foundation for an interactive flashcard app.

trello-leetcoing75-scheduler

Automates the process of scheduling and managing LeetCode challenges on a Trello board. This repository contains a script that organizes coding challenges by topic, difficulty, and sets due dates for each problem. Designed to streamline the study plan for the "75 LeetCode Questions" approach to mastering coding interviews.