Process to collect images and train custom model using Azure Percept requirements Azure Account Azure Percept Device Azure Percept Studio Azure Cognitive custom vision service Steps First get the Azure percept device installed and configured Then go to — https://ms.portal.azure.com/#blade/AzureEdgeDevices/Main/overview — Azure Percept Studio Click the overview page Click New to AI models Then click Create a Vision Prototype

Move and process data from server less SQL and Save as delta requirements Azure Account Azure Storage Azure Synapse Analytics workspace Load the NYC taxi data Steps Log into Azure synapse analytics workspace Go to Develop on the left menu create a new data flow Data flow Overall data flow First connect to serverless sql using Azure sql database connector Get the ondemand sql name from…

Azure Healthcare text analytics api using SynapseML Prerequisites Document — https://microsoft.github.io/SynapseML/docs/next/features/cognitive_services/CognitiveServices%20-%20Overview/#text-analytics-for-health-sample Create Azure cognitive services account Create Azure storage account Create Azure synapse analytics workspace Create a spark compute cluster Use pyspark Steps get the synapseml installed

K means Cluster with Designer Resources Azure Account Azure storage account Azure Machine Learning workspace Create a compute instance Data set used is from samples Designer Overall design flow Drag dataset from dataset section Drag select Columns in Dataset now bring in Execute python script This is to show how python scripting can be done in designer …

Build Automated ML model with Onnx as output Prerequisites Azure Account Storage Account Azure ML Total Size is 1.5 billion rows Nyc Taxi yellow data set Code Log into Azure ML workspace Create a notebook with Python 3.6 with Azure ML SDK Bring the data from azureml.opendatasets import NycTlcGreen import pandas as pd from datetime import datetime from dateutil.relativedelta …

End to End classification with Responsible AI and Azure ML in Training script Prerequisites Azure Account Storage Account Azure ML Setup Log into Azure ML workspace Create a notebook with Python 3.6 with Azure ML SDK Let install !pip install raiwidgets !pip install --upgrade raiwidgets !pip install --upgrade pandas Restart the kernel after installation Test the install from raiwidgets import ResponsibleAIDashboard from responsibleai import RAIInsights

MLOps in 2022 Machine learning and data science Ops process As Data science field grows and new innovation is expanding the process New process to explain and see what the model does Check for bias and fairness in the model Monitor and maintain data drift and model performance drift New tools and automation Privacy, governance and security This is just…

How to run SynalpseML in Azure Databricks Prerequisites Azure Subscription Azure Databricks SynapseML installation instruction Steps First Create a Azure data bricks Workspace Create a new Compute I tested with Photon and regular spark engines Install Library from Maven location Here is the cluster configuration tested

Execute serverless sql script Requirements Azure Account Azure Storage Account Azure Synapse Analytics workspace Setup Managed identity of synapse workspace give storage blob data contributor to underlying storage account Sample NYC Yellow Taxi data Steps Serverless SQL setup Create a serverless sql database create database svrsqldb Create a master key CREATE MASTER KEY ENCRYPTION BY PASSWORD = 'xxxxxxxxxxxxxxxxx';