eoduniyi/viral.affective2022

🦋: Affective Computing and Ethics Fall 2022

viral.affective2022

🔥 Resources for UI/UX, ML, and more

🧠 + 📺 User Experience Design

• Cognitive Psychology
• Human factors design
• Human-computer interaction
• Algorithmic Information Theory
  • Paper: Working towards understanding aesthetic judgments

📺 User Interface Design

• Design language systems
  • Material Design
  • Carbon
  • 🍎
  • Skeuomorphism
  • Neumorphism
  • People + AI Guidebook
• UI Tools 🛠
  • Neumorphism.io
  • uiverse.io

🧠 Machine Learning

• Machine learning tools 🛠

  • Open source machine learning frameworks = {Caffe, PyTorch, TensorFlow, Torch, CNTK, ➰}
  • OpenAI
    • OpenAI API
    • OpenAI Playground
  • HuggingFace
    • AutoTrain
  • AI Hub
  • labml.ai
  • Machine Learning Environments 💿 🎮 👾
    • OpenAI gym
    • OpenAI Roboschool
    • VizDoom
    • MuJoCo

• Machine learning theory 📚

  • Computational learning theory

  • Grammar inference

  • Machine learning methods 🎣

    • Reinforcement learning
    • Supervised learning
    • Meta learning
    • Deep learning
    • Beyesian

  • Quantum machine learning 🧠 🧠

    • Paper: Bloch Sphere-Based Representation for Quantum Emotion Space
    • Paper: Conceptual Framework for Quantum Affective Computing and Its Use in Fusion of Multi-Robot Emotions

  • Machine learning books 📖

    • General

      • Hands-On Machine Learning with Scikit-Learn and TensorFlow
      • Foundations of Deep Reinforcement Learning: Theory and Practice in Python

    • Generative Adversarial Neural Networks

      • Making Pictures With Generative Adversarial Networks - Casey Reas

👾 Game Design

• Game studies 📚
  • Role-playing
  • Game theory
  • Gaming platforms (paradigms)
• Game design tools 🛠
  • Unity