Azure Machine Learning

21/Nov/2024 | 5 minutes to read


What is Machine Learning?

Machine Learning is a Data Science technique that allows to create models by finding patterns in existing data. These Models helps in Fraud detection, forecast future behaviors and trends on new data without being explicitly programmed.

Machine Learning helps to build smart apps and devices by it's forecasts and Future predictions. For example, When you swipe your card, machine learning models help to detect frauds by comparing transaction with a large database of transactions. Another example, when you do online shopping, machine learning helps to show you recommended products based on your past shopping you have done.

What is Azure Machine Learning?

Azure Machine Learning is a cloud-based environment or workspace to prepare, train and deploy machine learning models. Azure ML provides the capability to manage, automate and track these ML models. Azure Machine Learning gives you a platform to work with any type of machine learning from classic machine learning to deep learning. You can also work with supervised and unsupervised learning.

Azure ML workspace provides flexibility to write the code in any language like python or R with SDK or with no code using ML studio to build, train and manage the models.

What is Azure Machine Learning Studio?

Azure Machine Learning provides a web portal for Data Scientists known as Azure Machine Learning Studio. It includes both experiences as no-code and code-first for data science platform. You can use studio in any browser compatible with your OS.
Azure Machine Learning Studio offers many development experiences based on project type you choose to work as below.

  • Notebooks
  • Azure Machine Learning Designer
  • Automated Machine Learning UI
  • Data Labeling

Azure Machine Learning Service capabilities

Azure Machine Learning service provides various capabilities and solutions as below.

Collaborative notebooks

Automated machine learning

Drag-and-drop machine learning

Data labeling

MLOps

Autoscaling compute

Support for Hybrid and multicloud

Reinforcement learning

Responsible machine learning

Enterprise-grade security

Cost management

Azure Machine Learning Useful Resources

Azure Machine Learning
Core Machine Learning Interview Questions