Artificial Intelligence (AI)/Machine Learning (ML) - Microsoft

The AI-ML Certification Program from Microsoft is a comprehensive course that provides learners with the skills and knowledge needed to design, build, and deploy machine learning models and artificial intelligence (AI) solutions on the Azure platform.

The course covers various topics related to AI and machine learning, including data preparation, model training, model evaluation, and deployment.

The program is designed for learners with a basic understanding of programming and data concepts, and it is broken down into several modules that build on each other. The modules include:

  1. Introduction to Azure Machine Learning: This module provides an overview of the Azure Machine Learning platform and its components. Learners will also learn how to set up an Azure account and create an Azure Machine Learning workspace.
  2. Data Preparation: This module covers the process of preparing data for machine learning, including data cleaning, feature selection, and feature engineering. Learners will learn how to use Azure Machine Learning tools to prepare data for model training.
  3. Model Training: This module covers the process of training machine learning models using various algorithms, such as linear regression, logistic regression, decision trees, and neural networks. Learners will learn how to use Azure Machine Learning to train and evaluate models.
  4. Model Evaluation: This module covers the process of evaluating machine learning models to measure their accuracy and performance. Learners will learn how to use metrics such as precision, recall, and F1-score to evaluate models.
  5. Deployment: This module covers the process of deploying machine learning models and AI solutions on the Azure platform. Learners will learn how to use Azure Machine Learning to deploy models as web services and containerized applications.
  6. Advanced Topics: This module covers advanced topics in AI and machine learning, including deep learning, natural language processing, and computer vision. Learners will learn how to use Azure Cognitive Services to build AI-powered applications.

Overall, the AI-ML Certification Program from Microsoft provides learners with a comprehensive understanding of machine learning and AI concepts on the Azure platform. Learners will come away with practical skills and knowledge that they can apply to real-world machine learning and AI challenges.