Responsible AI for Developers: Privacy & Safety

MittelSchwierigkeitsgrad

Aktualisiert 07/2026

It explores practical methods and tools to implement AI privacy and safety recommended practices.

Kursbeschreibung

This course introduces important topics of AI privacy and safety. It explores practical methods and tools to implement AI privacy and safety recommended practices through the use of Google Cloud products and open-source tools.

Voraussetzungen

Es gibt keine Voraussetzungen für diesen Kurs

Course Introduction

This module introduces the course structure and objectives.

Course Introduction

50 XP

Kapitel starten

AI Privacy

This module focuses on AI Privacy. It provides various techniques and tools to help achieve privacy in data and machine learning training.

Overview of AI Privacy

50 XP

Privacy in Training Data: De-identification techniques

50 XP

Privacy in Training Data: Randomization techniques

50 XP

Privacy in Machine Learning Training: DP-SGD

50 XP

Privacy in Machine Learning Training: Federated Learning

50 XP

System Security on Google Cloud

50 XP

System Security on Gen AI

50 XP

Lab: Differential Privacy in Machine Learning with TensorFlow Privacy

50 XP

Differential Privacy in Machine Learning with TensorFlow Privacy

100 XP

Quiz Question 1

50 XP

Quiz Question 2

50 XP

Quiz Question 3

50 XP

Kapitel starten

AI Safety

This module focuses on AI Safety. It provides various techniques and tools to help achieve safety in AI.

Overview of AI Safety

50 XP

Safety Evaluation

50 XP

Harms Prevention

50 XP

Model Traing for Safety: Instruction Fine-tuning

50 XP

Model Traing for Safety: RLHF

50 XP

Safety in Google Cloud GenAI

50 XP

Lab: Safeguarding with Vertex AI Gemini API

50 XP

Safeguarding with Agent Platform Gemini API

100 XP

Quiz Question 1

50 XP

Quiz Question 2

50 XP

Quiz Question 3

50 XP

Kapitel starten

Course Summary

This module provides a summary of the entire course by covering the most important concepts, tools, and technologies.

Course Summary

50 XP

Reading

50 XP

Kapitel starten

Course Resources

Student PDF links to all modules

Course Resources

50 XP

Kapitel starten

Responsible AI for Developers: Privacy & Safety

Kurs
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Responsible AI for Developers: Privacy & Safety

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Kursbeschreibung

Voraussetzungen

Course Introduction

AI Privacy

AI Safety

Course Summary

Course Resources

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Schließe dich 19 Millionen Lernenden an und starte Responsible AI for Developers: Privacy & Safety heute!

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Kursbeschreibung

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DataCamp gibt es auch für Mobilgeräte

Schließe dich 19 Millionen Lernenden an und starte Responsible AI for Developers: Privacy & Safety heute!