Training goals

code: G-IRAIP | version: v1.0

The development of AI has created new opportunities to improve the lives of people around the world, from business to healthcare to education. It has also raised new questions about the best way to build fairness, interpretability, privacy, and safety into these systems. In this course, you will do a high-level exploration of Google's recommended best practices for responsible AI usage across different areas of focus: Fairness, Interpretability, Privacy and Safety. Along the way, you will learn how you can leverage different open-source tools and tools on Vertex AI to explore these concepts and spend time considering the different challenges that arise with generative AI.

Course objectives

Overview of Responsible AI principles and practices
Implement processes to check for unfair biases within machine learning models
Explore techniques to interpret the behavior of machine learning models in a human-understandable manner
Create processes that enforce the privacy of sensitive data in machine learning applications
Understand techniques to ensure safety for generative AI-powered applications

Audience

Machine learning practitioners and AI application developers wanting to leverage generative AI in a responsible manner

Conspect Show list

Module 1 AI Principles and Responsible AI
- Google's AI Principles
- Responsible AI practices
- General best practices
Module 2 Fairness in AI
- Overview of Fairness in AI
- Examples of tools to study fairness of datasets and models
- Lab: Using TensorFlow Data Validation and TensorFlow Model
- Analysis to Ensure Fairness
Module 3 Interpretability of AI
- Overview of Interpretability in AI
- Metric selection
- Taxonomy of explainability in ML Models
- Examples of tools to study interpretability
- Lab: Learning Interpretability Tool for Text Summarization
Module 4 Privacy in ML
- Overview of Privacy in ML
- Data security
- Model security
- Security for Generative AI on Google Cloud
Module 5 AI Safety
- Overview of AI Safety
- Adversarial testing
- Safety in Gen AI Studio
- Lab: Responsible AI with Gen AI Studio

Download conspect training as PDF

Additional information

Prerequisites	To get the most out of this course, participants should have: Familiarity with basic concepts of machine learning Familiarity with basic concepts of generative AI on Google Cloud in Vertex AI
Difficulty level
Duration	1 day
Certificate	The participants will obtain certificates signed by Google Cloud.
Trainer	Authorized Google Cloud Trainer

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C#

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C/C++ | SCADEMY

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code: CL-CCA

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C/C++

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Security

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duration: 4 days

difficulty level: 3 of 6

code: CL-CCI

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C/C++

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Security

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duration: 5 days

difficulty level: 4 of 6

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C/C++

Programming

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Security
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duration: 5 days

difficulty level: 4 of 6

code: CL-CMI

version: 1.0

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C/C++

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duration: 3 days

difficulty level: 3 of 6

code: CL-CPA

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duration: 3 days

difficulty level: 3 of 6

code: CL-CPI

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difficulty level: 3 of 6

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difficulty level: 5 of 6

code: CL-JSM

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Python | SCADEMY

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Python

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WEB | SCADEMY

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WEB

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Cryptography

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Finance | SCADEMY

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Software design | SCADEMY

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Software testing

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Linux | The Linux Foundation

LFD301 Introduction to Linux, Open Source Development, and GIT training The Linux Foundation

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duration: 4 days

difficulty level: 3 of 6

code: LFD301

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Open Source

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LFD401 Developing Applications For Linux training The Linux Foundation

price from: 2200 EUR

duration: 4 days

difficulty level: 3 of 6

code: LFD401

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Linux

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code: LFD420

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duration: 4 days

difficulty level: 2 of 6

code: LFD435

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Embedded Linux

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duration: 4 days

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code: LFD460

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Embedded Linux

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Open Source

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LFD450 Embedded Linux Development training The Linux Foundation

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duration: 4 days

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code: LFD450

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Linux

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Programming

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E-learning | The Linux Foundation

LFD201 Introduction to Open Source Development, Git, and Linux training The Linux Foundation

price from: 299 USD

duration: 7 days

difficulty level: 3 of 6

code: LFD201

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E-learning

Linux

Open Source

Operation Systems

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LFD201

Open Source

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TLF-online
LFW211 Node.js Application Development training The Linux Foundation

price from: 299 USD

duration: 3 days

difficulty level: 3 of 6

code: LFW211

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LFW212 Node.js Services Development training The Linux Foundation

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duration: 3 days

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code: LFW212

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CTAD Certified TARS Application Developer training The Linux Foundation

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duration: 1 day

difficulty level: 2 of 6

code: CTAD

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JSNAD OpenJS Node.js Application Developer training The Linux Foundation

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code: JSNAD

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price from: 395 USD

duration: 1 day

difficulty level: 4 of 6

code: JSNSD

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Exam

DevOps

JavaScript

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TLF-exam

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