KnowledgeInSight

Program map

Every course, module, and lesson in AI Literacy, in order. Jump anywhere: nothing is locked, and the sequence is a suggestion rather than a gate.

Program overview

Course 1 How LLMs Work

3 modules · 9 lessons · 12h 11m

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  1. Module 1 Machine Learning and Language Models 3 lessons

    1. 1.1Machine Learning Basics: Learning from examples instead of rules1h 3m
    2. 1.2Machine Learning Basics: Neural networks and how training adjusts them1h 3m
    3. 1.3Machine Learning Basics: Tokens, meaning, and next-token prediction1h 33m

  2. Module 2 Building a Modern Model 3 lessons

    1. 2.1Building a Model: The transformer and attention1h 3m
    2. 2.2Building a Model: Pretraining at scale: data, compute, and cost1h 3m
    3. 2.3Building a Model: From pretrained model to assistant1h 37m

  3. Module 3 Capabilities, Limits, and Trajectory 3 lessons

    1. 3.1Capabilities and Limits: Why models err, and what is known about their inner workings1h 3m
    2. 3.2Capabilities and Limits: Reasoning, tools, and agents1h 3m
    3. 3.3Capabilities and Limits: Measuring progress and AI-assisted AI research1h 33m

  4. ProjectExplain a Model's Answer3 items

    1.  Explain a Model's Answer1h 10m

Course 2 Using AI Ethically and Productively

3 modules · 9 lessons · 12h 7m

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  1. Module 1 Evaluating Models and Outputs 3 lessons

    1. 1.1Evaluating AI: Testing a model on your own tasks1h 3m
    2. 1.2Evaluating AI: Verifying claims, sources, and citations1h 3m
    3. 1.3Evaluating AI: Bias, sycophancy, and persuasion in outputs1h 33m

  2. Module 2 Working Methods 3 lessons

    1. 2.1Working Methods: Prompts and context1h 3m
    2. 2.2Working Methods: Thinking, writing, and analysis with AI1h 3m
    3. 2.3Working Methods: Delegating to agents and keeping oversight1h 33m

  3. Module 3 Responsible Use 3 lessons

    1. 3.1Responsible Use: Disclosure, authorship, and accountability1h 3m
    2. 3.2Responsible Use: Privacy, confidentiality, and copyright in your own use1h 3m
    3. 3.3Responsible Use: Dependence, skill, and learning1h 33m

  4. ProjectA Tested AI-Use Protocol3 items

    1.  A Tested AI-Use Protocol1h 10m

Course 3 AI Concerns and Controversies

4 modules · 12 lessons · 15h 46m

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  1. Module 1 Safety and Alignment 3 lessons

    1. 1.1Safety and Alignment: The alignment problem1h 3m
    2. 1.2Safety and Alignment: What safety evaluations and interpretability show1h 3m
    3. 1.3Safety and Alignment: Forecasts in conflict: catastrophe, abundance, and normal technology1h 33m

  2. Module 2 Work, Education, and Economic Power 3 lessons

    1. 2.1Work and Power: Jobs, tasks, and productivity1h 3m
    2. 2.2Work and Power: AI in schools and universities1h 3m
    3. 2.3Work and Power: Chips, data centers, energy, and concentration of power1h 33m

  3. Module 3 Information, Fairness, and Creative Rights 3 lessons

    1. 3.1Information and Rights: Synthetic media, misinformation, and trust1h 3m
    2. 3.2Information and Rights: Bias, fairness, and automated decisions1h 3m
    3. 3.3Information and Rights: Copyright, training data, and creative work1h 33m

  4. Module 4 Governance and Regulation 3 lessons

    1. 4.1Governance: Regulatory models: the European Union, the United States, and China1h 3m
    2. 4.2Governance: Company self-governance and its critics1h 3m
    3. 4.3Governance: International coordination, security, and military use1h 33m

  5. ProjectMap a Live Controversy3 items

    1.  Map a Live Controversy1h 10m