> For the complete documentation index, see [llms.txt](https://cedrickchee.gitbook.io/knowledge/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai.md).

# fast.ai

- [fast.ai](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/fast.ai.md)
- [Deep Learning Part 1: Practical Deep Learning for Coders](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/deep-learning-part-1-practical-deep-learning-for-coders.md)
- [Deep Learning Part 1: 2018 Edition (v2)](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/deep-learning-part-1-practical-deep-learning-for-coders/2018-edition.md)
- [Lesson 1](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/deep-learning-part-1-practical-deep-learning-for-coders/2018-edition/lesson-1.md)
- [Deep Learning Part 1: 2019 Edition (v3)](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/deep-learning-part-1-practical-deep-learning-for-coders/2019-edition.md)
- [Lesson 1 - Image Recognition](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/deep-learning-part-1-practical-deep-learning-for-coders/2019-edition/lesson-1-image-recognition.md)
- [Lesson 2 - Computer Vision: Deeper Applications](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/deep-learning-part-1-practical-deep-learning-for-coders/2019-edition/lesson-2-deeper-dive-into-cv.md)
- [Lesson 3 - Multi-label, Segmentation, Image Regression, and More](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/deep-learning-part-1-practical-deep-learning-for-coders/2019-edition/lesson-3-multilabel-segmentation.md)
- [Lesson 4 - NLP, Tabular, and Collaborative Filtering](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/deep-learning-part-1-practical-deep-learning-for-coders/2019-edition/lesson-4-nlp-tabular-collab.md)
- [Lesson 5 - Foundations of Neural Networks](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/deep-learning-part-1-practical-deep-learning-for-coders/2019-edition/lesson-5-foundations-neural-nets.md)
- [Lesson 6 - Foundations of Convolutional Neural Networks](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/deep-learning-part-1-practical-deep-learning-for-coders/2019-edition/lesson-6-foundations-convolutional-neural-nets.md)
- [Lesson 7 - ResNets, U-Nets, GANs and RNNs](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/deep-learning-part-1-practical-deep-learning-for-coders/2019-edition/lesson-7-resnet-unet-gan-rnn.md)
- [Deep Learning Part 2: Cutting Edge Deep Learning for Coders](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/deep-learning-part-2-cutting-edge-deep-learning-for-coders.md)
- [Deep Learning Part 2: 2017 Edition (v1)](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/deep-learning-part-2-cutting-edge-deep-learning-for-coders/2017-edition.md)
- [Lesson 8 - Artistic Style](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/deep-learning-part-2-cutting-edge-deep-learning-for-coders/2017-edition/lesson-8-artistic-style.md)
- [Lesson 9 - Generative Models](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/deep-learning-part-2-cutting-edge-deep-learning-for-coders/2017-edition/lesson-9-generative-models.md)
- [Lesson 10 - Multi-modal & GANs](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/deep-learning-part-2-cutting-edge-deep-learning-for-coders/2017-edition/lesson-10-multi-modal-and-gans.md)
- [Lesson 11 - Memory Networks](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/deep-learning-part-2-cutting-edge-deep-learning-for-coders/2017-edition/lesson-11-memory-networks.md)
- [Lesson 12 - Attentional Models](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/deep-learning-part-2-cutting-edge-deep-learning-for-coders/2017-edition/lesson-12-attentional-models.md)
- [Lesson 13 - Neural Translation](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/deep-learning-part-2-cutting-edge-deep-learning-for-coders/2017-edition/lesson-13-neural-translation.md)
- [Lesson 14 - Time Series & Segmentation](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/deep-learning-part-2-cutting-edge-deep-learning-for-coders/2017-edition/lesson-14-time-series-and-segmentation.md)
- [Deep Learning Part 2: 2018 Edition (v2)](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/deep-learning-part-2-cutting-edge-deep-learning-for-coders/2018-edition.md)
- [Lesson 8 - Object Detection](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/deep-learning-part-2-cutting-edge-deep-learning-for-coders/2018-edition/lesson-8-object-detection.md)
- [Lesson 9 - Single Shot Multibox Detector (SSD)](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/deep-learning-part-2-cutting-edge-deep-learning-for-coders/2018-edition/lesson-9-multi-object-detection.md)
- [Lesson 10 - Transfer Learning for NLP and NLP Classification](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/deep-learning-part-2-cutting-edge-deep-learning-for-coders/2018-edition/lesson-10-transfer-learning-nlp.md)
- [Lesson 11 - Neural Translation; Multi-modal Learning](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/deep-learning-part-2-cutting-edge-deep-learning-for-coders/2018-edition/lesson-11-neural-translation.md)
- [Lesson 12 - DarkNet; Generative Adversarial Networks (GANs)](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/deep-learning-part-2-cutting-edge-deep-learning-for-coders/2018-edition/lesson-12-gan.md)
- [Lesson 13 - Image Enhancement; Style Transfer; Data Ethics](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/deep-learning-part-2-cutting-edge-deep-learning-for-coders/2018-edition/lesson-13-image-enhancement.md)
- [Lesson 14 - Super Resolution; Image Segmentation with U-Net](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/deep-learning-part-2-cutting-edge-deep-learning-for-coders/2018-edition/lesson-14-image-segmentation.md)
- [Machine Learning: Intro to Machine Learning for Coders](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/machine-learning-intro-to-machine-learning-for-coders.md)
- [Machine Learning: 2017 Edition](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/machine-learning-intro-to-machine-learning-for-coders/2017-edition.md)
- [Lesson 1 - Introduction to Random Forests](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/machine-learning-intro-to-machine-learning-for-coders/2017-edition/lesson-1-intro-random-forests.md)
- [Lesson 2 - Random Forest Deep Dive](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/machine-learning-intro-to-machine-learning-for-coders/2017-edition/lesson-2-random-forest-deep-dive.md)
- [Lesson 3 - Feature Engineering](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/machine-learning-intro-to-machine-learning-for-coders/2017-edition/lesson-3-feature-engineering.md)
- [Lesson 4 - Random Forest Interpretation](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/machine-learning-intro-to-machine-learning-for-coders/2017-edition/lesson-4-random-forest-interpretation.md)
- [Lesson 5 - Train vs Test](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/machine-learning-intro-to-machine-learning-for-coders/2017-edition/lesson-5-train-vs-test.md)
- [Lesson 6 - What is Machine Learning and Why Do We Use It](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/machine-learning-intro-to-machine-learning-for-coders/2017-edition/lesson-6-what-is-machine-learning-and-why-do-we-use-it.md)
- [Lesson 7 - Decision Trees Ensemble](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/machine-learning-intro-to-machine-learning-for-coders/2017-edition/lesson-7-decision-trees-ensemble.md)
- [Lesson 8 - Basic Neural Networks](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/machine-learning-intro-to-machine-learning-for-coders/2017-edition/lesson-8-basic-neural-networks.md)
- [Lesson 9 - SGD; Neural Network Training; Broadcasting](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/machine-learning-intro-to-machine-learning-for-coders/2017-edition/lesson-9-sgd-neural-network-training-broadcasting.md)
- [Lesson 10 - Logistic Regression; NLP; Naive Bayes](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/machine-learning-intro-to-machine-learning-for-coders/2017-edition/lesson-10-logistic-regression-nlp-naive-bayes.md)
- [Lesson 11 - Structured and Time-Series Data](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/machine-learning-intro-to-machine-learning-for-coders/2017-edition/lesson-11-structured-and-time-series-data.md)
- [Lesson 12 - Entity Embeddings; Data Science and Ethics](https://cedrickchee.gitbook.io/knowledge/courses/fast.ai/machine-learning-intro-to-machine-learning-for-coders/2017-edition/lesson-12-entity-embeddings-data-science-and-ethics.md)