AI Alignment Basics
Understand the alignment problem, RLHF, and what safe AI development means.
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After this skill you can…
- Explain the alignment problem
- Describe RLHF and Constitutional AI
- Identify common failure modes in deployed LLMs
Watch (10 videos)
Engineering the Future of Intelligence
→ Align AGI with human values→ Ensure AGI safety and benefits
Responsible AI Winners, 2020 PyTorch Summer Hackathon
→ Create tools for responsible AI→ Develop libraries for AI safety
Interpretable machine learning applications: Part 5
→ Detect bias in machine learning models→ Use fairness metrics to evaluate models
GenAI news from Weights & Biases CEO, Lukas Biewald
→ Build and deploy GenAI applications with confidence→ Evaluate AI models using Weights & Biases Weave
IronDict: Transparent Dictionaries from Polynomial Commitments
→ Implement transparent dictionaries with polynomial commitments→ Audit data with lightweight clients
Near Real-Time Analytics to GenAI Centralized Observability | Amazon Web Services
→ Build a near real-time analytics pipeline→ Implement a centralized observability solution for generative AI applications
Kiro Hooks | Event-Driven Automation for Your IDE | Amazon Web Services
→ Implement event-driven automation in an IDE→ Configure hooks for automated testing and secret detection
Get Started with Raven AGI
→ Understand AI safety basics→ Implement API authentication→ Run a basic AGI service
Maker Spotlight: Akshit Ireddy
→ Build AI-powered game NPCs→ Improve game interaction with AI
NSUS Group Enhances Financial Fraud Prevention System with Amazon SageMaker | Amazon Web Services
→ Detect financial fraud→ Prevent money laundering→ Improve system efficiency
DeepCamp AI