1st Principles
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Subject

Learning Foundations

Meta-tools for clear thinking: first principles, abstraction, and causal models.

101 sub-topics · use search below on large subjects

Curriculum

Core lessons

First principles, abstraction, and causal models for learning.

  • AbstractionMeta · 16 min

    Hide details that do not matter for the current question so you can think at the right altitude, and know when to drop altitude because the abstraction leaked.

  • Causal ModelsMeta · 16 min

    Explain systems with mechanisms and counterfactuals: what would change if this part failed, so debugging becomes structured rather than vibes-based.

  • First PrinciplesMeta · 18 min

    Reason from irreducible truths instead of analogies, slogans, or inherited procedures, especially when learning technical systems like networks.

Application

Constraints in real jobs in Learning Foundations

Constraints in real jobs as it applies to Learning Foundations.

Cost and benefit in Learning Foundations

Cost and benefit as it applies to Learning Foundations.

Failure modes in Learning Foundations

Failure modes as it applies to Learning Foundations.

Implementation steps in Learning Foundations

Implementation steps as it applies to Learning Foundations.

Maintenance over time in Learning Foundations

Maintenance over time as it applies to Learning Foundations.

Problem framing in Learning Foundations

Problem framing as it applies to Learning Foundations.

Risk in Learning Foundations

Risk as it applies to Learning Foundations.

Scaling up in Learning Foundations

Scaling up as it applies to Learning Foundations.

Stakeholders in Learning Foundations

Stakeholders as it applies to Learning Foundations.

Trade-offs in Learning Foundations

Trade-offs as it applies to Learning Foundations.

Communication

Cross-disciplinary talk in Learning Foundations

Cross-disciplinary talk as it applies to Learning Foundations.

Explaining to beginners in Learning Foundations

Explaining to beginners as it applies to Learning Foundations.

Media coverage in Learning Foundations

Media coverage as it applies to Learning Foundations.

Open questions in Learning Foundations

Open questions as it applies to Learning Foundations.

Policy briefs in Learning Foundations

Policy briefs as it applies to Learning Foundations.

Presentations in Learning Foundations

Presentations as it applies to Learning Foundations.

Public controversy in Learning Foundations

Public controversy as it applies to Learning Foundations.

Teaching others in Learning Foundations

Teaching others as it applies to Learning Foundations.

Visuals that teach in Learning Foundations

Visuals that teach as it applies to Learning Foundations.

Writing clear summaries in Learning Foundations

Writing clear summaries as it applies to Learning Foundations.

Comparison

Analogies from other fields in Learning Foundations

Analogies from other fields as it applies to Learning Foundations.

Common confusions in Learning Foundations

Common confusions as it applies to Learning Foundations.

Competing models in Learning Foundations

Competing models as it applies to Learning Foundations.

Consensus areas in Learning Foundations

Consensus areas as it applies to Learning Foundations.

Debates that matter in Learning Foundations

Debates that matter as it applies to Learning Foundations.

Historical shifts in Learning Foundations

Historical shifts as it applies to Learning Foundations.

Interdisciplinary links in Learning Foundations

Interdisciplinary links as it applies to Learning Foundations.

Regional differences in Learning Foundations

Regional differences as it applies to Learning Foundations.

Schools of thought in Learning Foundations

Schools of thought as it applies to Learning Foundations.

Translation of terms in Learning Foundations

Translation of terms as it applies to Learning Foundations.

Context

Climate and environment in Learning Foundations

Climate and environment as it applies to Learning Foundations.

Demographics in Learning Foundations

Demographics as it applies to Learning Foundations.

Equity and access in Learning Foundations

Equity and access as it applies to Learning Foundations.

Funding in Learning Foundations

Funding as it applies to Learning Foundations.

Future scenarios in Learning Foundations

Future scenarios as it applies to Learning Foundations.

Global trends in Learning Foundations

Global trends as it applies to Learning Foundations.

Institutions in Learning Foundations

Institutions as it applies to Learning Foundations.

Regulation in Learning Foundations

Regulation as it applies to Learning Foundations.

Social impact in Learning Foundations

Social impact as it applies to Learning Foundations.

Technology change in Learning Foundations

Technology change as it applies to Learning Foundations.

Core ideas

Abstraction levels in Learning Foundations

Abstraction levels as it applies to Learning Foundations.

Cause and correlation in Learning Foundations

Cause and correlation as it applies to Learning Foundations.

Central definitions in Learning Foundations

Central definitions as it applies to Learning Foundations.

Equilibrium and change in Learning Foundations

Equilibrium and change as it applies to Learning Foundations.

Feedback loops in Learning Foundations

Feedback loops as it applies to Learning Foundations.

Laws, rules, or patterns in Learning Foundations

Laws, rules, or patterns as it applies to Learning Foundations.

Models and diagrams in Learning Foundations

Models and diagrams as it applies to Learning Foundations.

Scale: micro to macro in Learning Foundations

Scale: micro to macro as it applies to Learning Foundations.

Systems and parts in Learning Foundations

Systems and parts as it applies to Learning Foundations.

Units and measurement in Learning Foundations

Units and measurement as it applies to Learning Foundations.

Deep dives

Advanced preview in Learning Foundations

Advanced preview as it applies to Learning Foundations.

Capstone directions in Learning Foundations

Capstone directions as it applies to Learning Foundations.

Classic papers or texts in Learning Foundations

Classic papers or texts as it applies to Learning Foundations.

Edge cases in Learning Foundations

Edge cases as it applies to Learning Foundations.

Landmark discoveries in Learning Foundations

Landmark discoveries as it applies to Learning Foundations.

Minority reports in Learning Foundations

Minority reports as it applies to Learning Foundations.

Open research fronts in Learning Foundations

Open research fronts as it applies to Learning Foundations.

Paradigm shifts in Learning Foundations

Paradigm shifts as it applies to Learning Foundations.

Synthesis projects in Learning Foundations

Synthesis projects as it applies to Learning Foundations.

Where to go next in Learning Foundations

Where to go next as it applies to Learning Foundations.

Evidence

Anomalies in Learning Foundations

Anomalies as it applies to Learning Foundations.

Bias and blind spots in Learning Foundations

Bias and blind spots as it applies to Learning Foundations.

Case studies in Learning Foundations

Case studies as it applies to Learning Foundations.

Conflicting studies in Learning Foundations

Conflicting studies as it applies to Learning Foundations.

Data tables and charts in Learning Foundations

Data tables and charts as it applies to Learning Foundations.

Primary sources in Learning Foundations

Primary sources as it applies to Learning Foundations.

Secondary summaries in Learning Foundations

Secondary summaries as it applies to Learning Foundations.

Strong versus weak claims in Learning Foundations

Strong versus weak claims as it applies to Learning Foundations.

Triangulation in Learning Foundations

Triangulation as it applies to Learning Foundations.

Uncertainty language in Learning Foundations

Uncertainty language as it applies to Learning Foundations.

Methods

Documentation in Learning Foundations

Documentation as it applies to Learning Foundations.

Estimation and error in Learning Foundations

Estimation and error as it applies to Learning Foundations.

Ethics in method in Learning Foundations

Ethics in method as it applies to Learning Foundations.

Experiments and controls in Learning Foundations

Experiments and controls as it applies to Learning Foundations.

Observation protocols in Learning Foundations

Observation protocols as it applies to Learning Foundations.

Peer review in Learning Foundations

Peer review as it applies to Learning Foundations.

Replication in Learning Foundations

Replication as it applies to Learning Foundations.

Reproducible workflows in Learning Foundations

Reproducible workflows as it applies to Learning Foundations.

Simulation and models in Learning Foundations

Simulation and models as it applies to Learning Foundations.

Surveys and samples in Learning Foundations

Surveys and samples as it applies to Learning Foundations.

Orientation

Careers and roles in Learning Foundations

Careers and roles as it applies to Learning Foundations.

Everyday examples in Learning Foundations

Everyday examples as it applies to Learning Foundations.

History in one glance in Learning Foundations

History in one glance as it applies to Learning Foundations.

How claims get checked in Learning Foundations

How claims get checked as it applies to Learning Foundations.

Jargon worth learning first in Learning Foundations

Jargon worth learning first as it applies to Learning Foundations.

Objects you study in Learning Foundations

Objects you study as it applies to Learning Foundations.

Reading habits that stick in Learning Foundations

Reading habits that stick as it applies to Learning Foundations.

Tools practitioners use in Learning Foundations

Tools practitioners use as it applies to Learning Foundations.

What questions the field asks in Learning Foundations

What questions the field asks as it applies to Learning Foundations.

What the field is not in Learning Foundations

What the field is not as it applies to Learning Foundations.

Skills

Checklists in Learning Foundations

Checklists as it applies to Learning Foundations.

Collaboration norms in Learning Foundations

Collaboration norms as it applies to Learning Foundations.

Debugging mistakes in Learning Foundations

Debugging mistakes as it applies to Learning Foundations.

Hands-on practice in Learning Foundations

Hands-on practice as it applies to Learning Foundations.

Mentorship in Learning Foundations

Mentorship as it applies to Learning Foundations.

Pattern recognition in Learning Foundations

Pattern recognition as it applies to Learning Foundations.

Portfolio pieces in Learning Foundations

Portfolio pieces as it applies to Learning Foundations.

Self-assessment in Learning Foundations

Self-assessment as it applies to Learning Foundations.

Speed versus accuracy in Learning Foundations

Speed versus accuracy as it applies to Learning Foundations.

Tooling basics in Learning Foundations

Tooling basics as it applies to Learning Foundations.

Learning paths

Ordered trails through concepts in this subject.