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AI Safety & Alignment

Ensure AI systems behave safely and align with human values through responsible development practices and safety evaluation techniques.

Category:AI & Machine Learning
Level:Advanced
Duration:5-7 weeks
#ai-safety#alignment#ethics#responsible-ai

Overview

AI safety and alignment focuses on ensuring that AI systems operate safely and in accordance with human values and intentions. This field is critical as AI systems become more powerful and autonomous.

Learning Path

1

Understanding AI safety fundamentals and risk categories

2

Learning alignment techniques and value learning

3

Implementing safety evaluation and testing frameworks

4

Studying interpretability and explainability methods

5

Developing responsible AI deployment practices

Recommended Tools

Constitutional AI
RLHF Frameworks
Anthropic's Safety Tools
OpenAI Safety Gym
Interpretability Libraries
Red Team Tools

Prerequisites

  • Strong background in machine learning
  • Understanding of AI system architectures
  • Knowledge of ethics and philosophy

Skill Info

Added

January 15, 2024

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Learners

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