LLM Engineering & Generative AI · Tutorial tracks

Applied AI engineering

LLM APIs, structured outputs, retrieval, evaluation harnesses — Python-native application focus.

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Lesson outline

  1. 133
    Applied AI engineering — Part 069

    Placeholder slot — edit in console (python-artificial-intelligence-stub-069).

  2. 134
    A/B Testing for Models

    Implement A/B testing for models in this Applied AI engineering lesson. Learn the core concept, step-by-step process, and practical hands-on exercises to compare model versions. Discover troubleshooting tips and what to explore next in the track.

  3. 135
    Applied AI engineering — Part 070

    Placeholder slot — edit in console (python-artificial-intelligence-stub-070).

  4. 136
    Explain Predictions with SHAP

    Learn to explain predictions with SHAP. Master core concepts, step-by-step implementation, and troubleshooting. Get a hands-on exercise and next steps in this Applied AI engineering tutorial.

  5. 137
    Applied AI engineering — Part 071

    Placeholder slot — edit in console (python-artificial-intelligence-stub-071).

  6. 138
    Use LIME for Local Explanations

    Learn to use LIME (Local Interpretable Model-agnostic Explanations) to explain individual predictions from any machine learning model. This lesson covers the core concept, step-by-step implementation, and troubleshooting tips, with a hands-on exercise to build trust in your AI models.

  7. 139
    Applied AI engineering — Part 072

    Placeholder slot — edit in console (python-artificial-intelligence-stub-072).

  8. 140
    Detect Model Drift Over Time

    Detect model drift over time — Applied AI engineering.

  9. 141
    Applied AI engineering — Part 073

    Placeholder slot — edit in console (python-artificial-intelligence-stub-073).

  10. 142
    Set up retraining triggers

    Set up model retraining triggers in Applied AI engineering — hands-on steps, edge cases, and what to learn next.

  11. 143
    Applied AI engineering — Part 074

    Placeholder slot — edit in console (python-artificial-intelligence-stub-074).

  12. 144
    Secure AI APIs with Authentication

    Learn to secure AI APIs with authentication. This lesson covers practical methods, hands-on exercises, troubleshooting, and next steps for applied AI engineering.

    Applied AI engineering — step-by-step tutorials

    What you will find here

    This track walks through applied ai engineering in order — each lesson is server-rendered HTML you can read without JavaScript. Follow the outline, then practice in the browser IDE when a lesson links to runnable code.

    Tutorials vs quizzes and code samples

    Tutorials teach in sequence. For quick checks use quizzes. For copy-paste snippets see code samples. For deeper reading browse articles.