Azure Machine Learning Development: Part 1

Introduction

• Importance of Azure Machine Learning development

1. Artificial Intelligence (AI)

• What is artificial intelligence (AI)?
• Benefits of AI

2. Machine Learning (ML)

• What is machine learning (ML)?
• ML problem types
• Supervised learning
• Unsupervised learning
• Semisupervised learning
• Reinforcement learning

3. Machine Learning (ML) and Deep Learning (DL)

• What is deep learning (DL)?
• ML vs. DL

4. Machine Learning Algorithms

• Clustering
• Classification
• Regression
• Anomaly detection

5. Machine Learning Lifecycle and Azure Machine Learning

• ML lifecycle
• Azure ML tools

6. Machine Learning Operations (MLOps)

• What is MLOps?
• MLOps team roles

Conclusion

• Next steps