Build your own Security Analytics platform Use Case Given Cyber security is a big problem for all organizations, we need to build a platform to analyze the security events and provide insights to the security team to take action. No organization is bound to one tool to run their business Security is a big problem for all systems…

Build Deep learning models with audio labelled data set Pre Requisite Azure Account Azure Storage Azure Machine learning Kaggle data set from — https://www.kaggle.com/datasets/chrisfilo/urbansound8k Code i tested was from — https://www.section.io/engineering-education/machine-learning-for-audio-classification/ Idea here is to show that we can process open source as is using Azure Machine learning Above kaggle already has labelled dataset

Introducing Azure ML SDK V2 Prerequisites Azure Account Azure Machine learning resource Default AML storage Create Training, Test and Validation folder MLTable Config for above folders Install preview features Remember print version for preview is only available using _version.VERSION import azure.ai.ml print(azure.ai.ml._version.VERSION) Code Code to connect existing workspace # import required libraries from azure.ai.ml import MLClient from azure.ai.ml.entities import Workspace from azure.identity import DefaultAzureCredential…

Implement GAN in Azure ML using Tensorflow Pre-requisites Azure Account Azure ML Workspace Azure Storage I took the sample from — https://livecodestream.dev/post/generating-images-with-deep-learning/ Even thought the above site shows how to testin colab, i was able to run in AML without installing anything. This is just to show how to implement GAN in Azure ML. Demo only Code Create a…

Azure Machine learning UI for Vision based automated machine learning Pre-requisites Azure Storage Azure Machine Learning Workspace Coco Dataset Data labelling project with labels Steps First create a data label project Then draw bounding boxes for few images and tag them with labels Above project was created using open source imaeg dataset Once you have labels you can label images Once labeled…

Use Azure ML to process audio spectrum analysis pre-requisites Azure Account Azure Machine Learning Workspace Azure Storage Sample audio file Audio file used is sample i got from internet the plots are only samples Code Read audio file from scipy.io import wavfile # scipy library to read wav files import numpy as np AudioName = "input.wav" # Audio File fs, Audiodata…

Use MongoDB client in Azure ML Designer Prerequisites Azure Account Storage account Azure Machine learning Compute instance Install Mongodb community version in compute instance using terminal https://www.mongodb.com/docs/manual/introduction/ I used Ubuntu 18.04 Code Now create a new Designer experiment Drag sample dataset and drop in canvas Now drag and drop Execute Python Script This example shows how to use mongodb…

Use Azure Machine Learning SDK v2 to train a model, Register and Deploy a model Prerequisites Azure Account Azure Machine Learning workspace Azure Storage Account Get titanic.csv Create folders create a data folder Training folder Test folder Validate folder Upload the files to the above folders

Azure Machine learning SDK V2 AutoML Vision Experiment for Object detection with mlflow Prerequisites Azure Account Azure Machine learning resource Default AML storage Create Training, Test and Validation folder MLTable Config for above folders Install preview features Remember print version for preview is only available using _version.VERSION Below shows the folder structure to organize your data