Idea Lists (Upon Request)

• 18-11-13 Powerful Concepts in Machine Learning
• 18-09-22 Efficient Social Search
• 18-09-22 Anti-Trends (Technologies that need to be trending but aren't)
• 18-09-19 What is 'Real'?
• 18-09-19 High Value Communities
• 18-09-18 Rare Concepts I Think With Daily
• 18-09-10 Counterfactuals Fact List
• 18-09-10 Words to Create (Creating Concepts)
• 18-09-29 My Favorite Books
• 18-09-05 Sources of Value
• 18-09-05 Sources of Contrarian Truth
• 18-09-15 Renaming Generalization
• 18-10-12 How to Overcome Approach / Conversation Anxiety at Brain
• 18-10-22 Gradient Variance
• 18-08-31 Thoughts on Valuable Research Events
• 18-10-29 Strengths
• 18-11-02 Transcendent Self Awareness
• 18-11-02 Types of Transcendence
• 18-11-05 People Who Know Me Best in the World
• 18-11-06 Common Mistakes in Thinking (Why it's hard to think)
• 18-11-06 Decomposing Intelligence
• 18-11-10 Properties of Relationship
• 18-11-10 Unmodelability, Mechanisms of Chaos
• 18-11-20 How to Handle the Truth
• 18-10-15 Funding Transcendent Enlightenment / Startup Ideas
• 18-08-29 Meta-concepts
• 18-06-24 Compassion Language Patterns
• 18-04-08 Wisdom Language Patterns
• 18-06-02 Grand Scientific Projects
• 18-06-07 Powerful Rituals (Ritual Design)
• 18-06-19 Vulnerability Language Patterns
• 18-11-27 Consciousness Decomposition
• 18-06-25 Admiration Language Patterns
• 18-06-25 Empathy Language Patterns
• 18-06-25 Kindness Language Patterns
• 18-06-25 Love Language Patterns
• 18-06-27 Words of Power
• 18-06-29 Honesty
• 18-06-29 Joy Language Patterns
• 18-06-29 Openness Language Patterns
• 18-07-03 x without x
• 18-07-05 Systematizing Humor
• 18-07-15 Agency Language Patterns
• 18-08-03 Generators of Great Questions
• 18-08-03 How to use my time more effectively
• 18-08-10 Ideas that most changed my decisions
• 18-08-12 Sharable Bucket List
• 18-08-15 Most Valuable Research Events
• 18-08-16 Implementations of Concepts in Representation Learning
• 18-08-21 Independent, First Principles Thinking
• 18-08-22 Types of Truth You Can't Handle
• 18-08-26 Deconstruction
• 18-08-27 New Concrete Representation Learning Ideas
• 18-11-28 Most General Concepts
• 07-01-14 Website Ideas
• 18-12-13 What is Precision?
• 15-08-18 Technical Hyperanalytic Posts
• 16-11-23 Guaranteeing I be Meta
• 16-12-09 Learning Maths
• 17-01-27 Synthesizing Information from Worldview Building
• 17-01-29 Ideas for topics with Sebastian
• 17-02-01 Ideas for Learning Machine Learning
• 17-02-01 Ways to Discover Contrarian Truths
• 17-02-05 Machine Learning Startup Ideas
• 17-02-09 Learning How to Focus
• 17-03-23 Unusual Startup Ideas
• 17-04-08 Systematizing Creativity
• 17-07-05 Ways to Increase Action Bias
• 17-07-07 Ways to Explain Machine Learning Algorithms
• 17-07-21 Meta-Modeling
• 17-07-25 Reputation Building
• 17-07-26 Contrarian Ideas I Have
• 17-07-26 Running Model-Technique
• 17-07-26 Things to do once a billionaire
• 17-07-27 Alignment & Control Solutions
• 17-07-28 How to Be Like Me
• 17-07-30 Expanding Attention Span
• 17-07-31 System 1 Breakdown
• 17-08-01 Examples of Structure
• 17-08-02 How to Silence the Chatter
• 15-08-05 Data Science Projects I Would Love
• 18-11-28 The Big Questions
• 15-07-21 Writing Ideas
• 15-07-16 Idea Lists (Meta)
• 18-12-17 Fields by Transferability
• 18-12-19 Fields to Create
• 18-12-22 Modes of Thought
• 18-12-28 My MI Contrarian Truths
• 18-12-29 Types of Transcendence applied to Research Labs
• 18-12-30 Extremely Useful Tools & Heuristics
• 18-12-31 Generators of Meaning
• 19-01-01 Maximizing Relationship Longevity
• 19-01-16 Places to Intervene in a System
• 19-01-18 Learning Judgment
• 19-01-20 Generating Generators
• 19-01-27 Modes of Thinking worth Internalizing
• 19-01-29 Games Decomposition
• 19-01-29 Machine Learning Interview Recombination
• 19-01-30 Different Definitions of Rationality in Use
• 19-01-30 Measuring Network Similarity
• 06-16-14 Hello World
• 06-17-14 Writing
• 06-19-14 Energy
• 06-21-14 Learning Programming
• 18-03-05 Metalearning Research Ideas
• 07-02-14 Careers, Backward Induction
• 07-06-14 To Synthesize Reading
• 15-02-19 Experiments I should be doing
• 15-03-19 Ideas for Learning ML/AI
• 15-05-07 Ideas for Learning Algorithms
• 15-07-14 Ideas for Ingraining Thinking Framework
• 15-07-17 Intellectual Habits/Lifestyle
• 18-02-28 Implementing the Structure of Information
• 17-12-27 Map / Territory Confusions
• 18-02-18 How to Become Obsessed
• 17-08-04 What I would do if I didn't care about reputation
• 17-08-05 Social at ICML
• 17-08-07 Deep Problems with Machine Learning
• 17-08-08 Juicy sides to mathematics and programming
• 17-08-09 Breakthroughs leading to machine intelligence
• 17-08-10 Machine Intelligence Contrarian
• 17-08-11 Hierarchical Structure
• 17-08-14 New Types of Structure in Information
• 17-08-18 Continuing Worldview Building
• 17-08-19 Fighting back against HN
• 17-08-20 Communities to Create
• 17-08-21 Desedirata for Deep Learning Libraries
• 17-08-24 Ways to Induce Anger
• 17-08-25 Ways to Induce Action Bias in a Community
• 17-08-27 Contrarian Truths about Machine Learning (Linear Regression)
• 15-08-25 Getting Good at Algorithms
• 17-08-27 Interesting Facts in Machine Learning (Linear Regression)
• 17-08-28 Interesting Facts in Machine Learning (Logistic Regression)
• 17-08-29 Interesting Facts in Machine Learning (Decision Trees)
• 17-11-06 Thoughts On Pinker
• 17-11-11 Potential Language Patterns
• 17-11-23 How to Control System 1
• 17-11-30 Envision Ideas To Make Happen
• 17-12-10 Operationalizing Systematizing Creativity
• 17-12-24 Questions Whose Answers Would Tweak my Goals
• 18-01-02 Validation Seeking Language Patterns
• 18-01-02 Ways to Become a Billionaire
• 18-01-04 Building a Work Ethic
• 18-01-06 Future Changes in Morality
• 18-01-08 Glimpses of Reality
• 18-01-08 How to Clarify Thoughts
• 18-01-09 Fundamental Human Narratives
• 18-01-12 Counter Utilitarian Intuitions
• 18-01-13 Grigory's Compiled Creativity, Shannon
• 18-01-13 Strengths
• 18-01-16 How to Talk About Abstraction
• 18-01-22 Conversational Mental Motions
• 18-01-23 Emotion & RL
• 18-01-23 Religious Language Patterns
• 18-01-24 ML Contrarian Truths Worth Testing
• 18-01-25 Valuable Properties of Representations
• 18-01-28 What People Want, as a Function of Personality
• 18-02-04 Destroying the Ego
• 18-02-11 Workshopping Creativity
• 17-11-06 Options Given a Break
• 17-11-04 What to do with a billion dollars.
• 17-11-03 Differentiating Factors Between Brain and MSR
• 17-10-30 NIPS Creativity and Interpretable Representation Ideas
• 17-08-30 Deep Learning Library Ideas
• 17-08-31 Machine Learning Projects
• 17-09-02 Interesting Facts about Neural Networks
• 17-09-06 Types of Relational Structure
• 17-09-09 The Selfish Gene on Memetics
• 17-09-11 Components of Voice
• 17-09-11 Experiment Ideas
• 17-09-13 Interesting Icebreakers
• 17-09-14 Principles of Structure
• 17-09-17 Books to Write
• 17-09-17 Longevity Interventions
• 17-09-20 Persuasive Framing of FoMI
• 17-09-21 Life & Productivity Coach Ideas
• 17-09-21 Types of Temporal Structure
• 17-09-23 Common Insecurities
• 17-09-24 Upsides to Low Status
• 17-09-25 Additional Weakness
• 17-09-26 Additional Weakness Experiments
• 17-09-27 Interesting Approaches to AI Safety
• 17-09-28 Frontier Conversations
• 17-10-06 Post Religion Ideologies
• 17-10-07 Dominance Language Patterns
• 17-10-14 Interesting Facts in Machine Learning (Neural Networks)
• 17-10-16 Accomplishing Arbitrary Deadlines
• 17-10-17 Interesting Facts in Memetics
• 17-10-21 Ordered List of Breakthroughs for Machine Intelligence
• 17-10-26 Representation Learning Research Ideas
• 19-02-01 Book Dissection
• 19-01-31 Humor Decomposition
• 19-02-01 Conceptual Decomposition
• 19-02-02 Quality Examples of Newly Created Concepts
• 19-02-02 Things I Should Read Daily
• 19-02-03 How to make ideas or concepts generative
• 20-01-29 Computational Neuroscience Theories
• 20-01-22 Productive and Practical Research Ideas
• 20-01-11 My Needs
• 20-01-09 Writing Down Culture
• 20-01-09 Amazing Nature (Ritual Worthy)
• 20-01-07 Overcoming Anxiety
• 20-01-06 Becoming Autocatalytic
• 20-01-06 Accountability Schemes
• 20-01-01 Trans-X
• 19-12-31 Meta-X
• 19-12-26 Worlds I know little about
• 19-11-08 Optimization Algorithms
• 19-10-24 Emotional Space
• 19-10-12 Ways to Improve Focus
• 19-10-07 Novel Feedback-Loop Based Machine Learning Algorithms
• 20-02-08 Innovations in Research Organization
• 20-02-10 Favorite Complement Categories
• 20-02-21 My Lifestyle Creep
• 20-02-21 Transhumanist Adjacent Communities
• 20-07-28 Worthy Problems
• 20-07-20 Reward System Options
• 20-07-19 Learning Tools
• 20-07-13 Deep Ideas in Class Discovery
• 20-07-10 Depth in Research
• 20-07-05 Brain Healthy Foods Jeremy Doesn't Hate
• 20-07-02 Common changes in Agency
• 20-07-01 Symptoms and Drivers of Civilizational Decline
• 19-10-07 Mathematical Creativity
• 20-05-12 Novel Methodology
• 20-04-30 Effectively Running Seminars
• 20-04-12 Ways in which people tend to be asleep
• 20-04-12 Knowing Someone
• 20-03-10 Questions to ask regularly / Life Reframes
• 20-03-09 Potential Life Updates
• 20-02-29 Deep Truths
• 20-06-29 Ethics Topics
• 19-10-07 Language Re-Representation
• 19-10-07 Culture Tells
• 19-10-05 Ways to Engage with a Presentation
• 19-05-20 Projects Worth Doing
• 19-05-20 21st Century Major Scientific Breakthroughs
• 19-05-15 Properties of Self-Reference
• 19-05-04 Posts / Essays / Articles to Write
• 19-05-02 Recent Breakthroughs in Deep Learning
• 19-05-01 Research Failure Stories
• 19-04-22 Social Movements
• 19-04-21 Technical Worldview Breaking
• 19-05-27 Examples of Transcendence
• 19-04-08 Ideas Which Dramatically Shift Your Decision Making (Extends Worldview Breaking Ideas)
• 19-03-25 Love Validating Questions
• 19-03-17 Paradigms in Machine Intelligence worth Questioning
• 19-02-24 Calibration (Conceptual Decomposition)
• 19-02-23 Counterarguments to the Learning Paradigm
• 19-02-11 Physical Connection
• 19-02-04 How to be way ahead of your time
• 19-04-07 New Paradigms in Safety
• 19-05-27 Relative Safety of Forms of General Intelligence
• 19-06-06 10 Systems Worth Having
• 19-09-20 Ranking of Companies by Religiosity
• 19-09-14 Traps to Avoid
• 19-08-02 Landmark Language Patterns
• 19-07-14 Valuable Unexplored Communities
• 19-07-02 Ordered List of Great Interventions
• 19-06-25 Kinds of Introduction
• 19-06-24 Ways to Induce Hypomania
• 19-06-05 Research Ideas in Robustness + Alignment + Security + Long Term Safety
• 19-06-23 Truly Disgusting Concepts
• 19-06-18 Ways to Read My Whole Library
• 19-06-18 How to Become Deep
• 19-06-15 Obviously Correct Diet Interventions
• 19-06-13 Transcendent Self-Awareness
• 19-06-11 Forms of Reappraisal
• 19-06-11 Elements of Great Storytelling
• 19-06-20 Forms of Recursive Self Improvement

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Understand their implications for thought. Their implications for the nature of information itself. The nature of knowledge, and the limitations of knowledge.

1. Bias-Variance Tradeoff
   1. Overfitting
   2. Controlling complexity
      1. Model simplicity (restriction methods)
      2. Selection methods (over features)
      3. Regularization
2. Curse of dimensionality
3. Ensemble Modeling
4. Occam’s Razor (Formalized)
5. Training vs. Generalization Error
6. Interpolation vs. Extrapolation
7. Smoothness
8. VC Dimension
9. Solomonoff Induction
10. Variance Maximization
11. Optimizing for Volatility vs Expected Value
12. Bayes Rule
13. Bayes Error
14. Exploration-Exploitation
15. Manifolds as Data Representation

I would like to make this stuff runnable.

Source: Original Google Doc