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. 85
    Applied AI engineering — Part 045

    Placeholder slot — edit in console (python-artificial-intelligence-stub-045).

  2. 86
    Understand Convolutional Neural Networks

    Understand convolutional neural networks in this Applied AI engineering lesson. Covers the mental model, step-by-step workings, hands-on exercise, trade-offs, and troubleshooting.

  3. 87
    Applied AI engineering — Part 046

    Placeholder slot — edit in console (python-artificial-intelligence-stub-046).

  4. 88
    Apply CNNs for Image Classification

    Learn to apply CNNs for image classification in this hands-on Python tutorial. Understand the core concepts, implement a practical exercise, and explore troubleshooting and next steps for your AI engineering journey.

  5. 89
    Applied AI engineering — Part 047

    Placeholder slot — edit in console (python-artificial-intelligence-stub-047).

  6. 90
    Image Data Augmentation

    Learn how to use data augmentation for images in this Applied AI engineering tutorial. Discover core concepts, hands-on steps, and troubleshooting tips to improve your AI models. Ideal for developers progressing through the Python AI track.

  7. 91
    Applied AI engineering — Part 048

    Placeholder slot — edit in console (python-artificial-intelligence-stub-048).

  8. 92
    Transfer Learning with Pretrained Models

    Learn transfer learning with pretrained models in this hands-on Applied AI engineering tutorial. Understand the core concept, apply it in a practical exercise, and see how it connects to the next step in your learning path.

  9. 93
    Applied AI engineering — Part 049

    Placeholder slot — edit in console (python-artificial-intelligence-stub-049).

  10. 94
    Fine-Tune ResNet on Custom Data

    Learn to fine-tune ResNet on custom data with this hands-on Applied AI engineering tutorial. Master transfer learning, adapt pretrained models to your dataset, troubleshoot common issues, and take the next step in your Python AI journey.

  11. 95
    Applied AI engineering — Part 050

    Placeholder slot — edit in console (python-artificial-intelligence-stub-050).

  12. 96
    ImageDataGenerator Guide

    Learn to build an image generator with ImageDataGenerator in this Applied AI engineering tutorial — hands-on steps, troubleshooting, and what to study next.

    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.