How to run graph neural network in Azure machine learning (Regression)

Prerequisite

  • Azure Machine learning service
  • Create a compute instance
  • Need a storage account

Use Case

Example 1

How to run graph neural network in Azure machine learning (Classification)

Prerequisite

  • Azure Machine learning service
  • Create a compute instance
  • Need a storage account

Use Case

Example 1

how to use hugging face model

Prerequisite

  • Azure Storage
  • Azure Machine learning Service
  • Github account and repository
  • Azure Service Principal Account
  • Provide service principal contributor access to Machine learning resource
  • Azure Keyvault to store secrets
  • Update the keyvault with Service principal Secrets
  • This automates the training code and Registers the model

Steps

  • Start…

Process Covid vaccine proof with AI and validate

Using AI to process Covid vaccine card output and validate

Note

  • All publicly available dataset
  • There is no PII data (all Fake)

Architecture

Steps

Azure Form recognizer — Extract Covid vaccine information

Data Engineering and Modelling using pytorch

Process of data engineering

Note: This is just a sample demo data (not real at all). Intent here is to show the sample code and logic

Code

  • Import libraries
import torch
from torch.utils.data import Dataset
from torchvision import datasets
from torchvision.transforms import ToTensor
import matplotlib.pyplot as plt
import…

Azure Bot framework chat bot with Twilio as text messaging channel

How to build a Conversational AI bot to reschedule appointments

Prerequisite

Architecture

Code

  • Create a new resource for LUIS
  • We…

Automated ML for vision/Deep learning

Prerequisite

  • Azure Storage
  • Azure Machine learning Service
  • Github account and repository
  • Azure Service Principal Account
  • Provide service principal contributor access to Machine learning resource
  • Azure Keyvault to store secrets
  • Update the keyvault with Service principal Secrets
  • This automates the training code and Registers the model

Steps

  • Start…

Protect PII by encrypting using Fernet in Azure Synapse Spark

Using fernet to encrypt key — symmetric encryption

Prerequisite

  • Azure Storage
  • Azure Synapse Analytics workspace with Spark

Use Case

  • Data should be stored encrypted
  • Only folks who have access to key can decrypt
  • encrypt column level so only necessary columns can be encrypted and other’s are available for reporting
  • here…

Using fernet to encrypt key — symmetric encryption

Prerequisite

  • Azure Storage
  • Azure Databricks

Use Case

  • Data should be stored encrypted
  • Only folks who have access to key can decrypt
  • encrypt column level so only necessary columns can be encrypted and other’s are available for reporting
  • here is the open source…

Balamurugan Balakreshnan

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