Machine Learning for Muggles

סקירה כללית

Explore Azure Machine Learning and Cognitive Services APIs to implement AI capabilities in applications through simple REST calls, making AI more accessible to developers.

סילבוס

• Introduction to Machine Learning
Overview of Machine Learning concepts
Types of machine learning: supervised, unsupervised, reinforcement
• Introduction to Azure Machine Learning
Setting up an Azure account
Navigating the Azure Machine Learning workspace
• Understanding and Utilizing Azure Cognitive Services
Overview of Cognitive Services
Introduction to key Cognitive Services APIs: Vision, Speech, Language, and Decision
• Implementing AI with REST APIs
Basics of RESTful services
Making API calls using tools like Postman
• Hands-On with Azure Cognitive Services APIs
Setting up an environment to test APIs
Vision API: Image analysis and recognition
Speech API: Speech-to-text and text-to-speech
Language API: Text analytics and understanding
Decision API: Recommendations and personalization
• Integrating Azure ML Capabilities into Applications
Building simple applications using REST calls
Case studies: Adding AI capabilities to everyday applications
• Best Practices and Ethical Considerations in AI
Security and privacy in AI
Ethical considerations when deploying AI solutions
• Final Project
Designing and implementing a small AI-enhanced application
Demonstration and presentation of key learnings and outcomes

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נושאים

Conference Talks