# Learning Resources

Source: [https://docs.qualcomm.com/doc/80-63442-4/topic/learning-resources.html](https://docs.qualcomm.com/doc/80-63442-4/topic/learning-resources.html)

On this page and subsequent sub-pages you will find a number of engineering sourced
        resources to help you with your artificial intelligence development using the Qualcomm®
        Neural Processing SDK. The topics included are as follows:

- [Artificial Intelligence, Machine Learning, Android and the
                    Qualcomm Neural Processing SDK for AI](https://docs.qualcomm.com/doc/80-63442-4/topic/learning-resources.html#concept_wl5_3gg_5bc__section_w4l_1hg_5bc_jcock_06-19-24-1359-9-758)
- [Developing Apps with the Qualcomm Neural Processing SDK for
                    AI](https://docs.qualcomm.com/doc/80-63442-4/topic/learning-resources.html#concept_wl5_3gg_5bc__section_rnq_1hg_5bc_jcock_06-19-24-1359-13-107)
- [Training and testing ML models](https://docs.qualcomm.com/doc/80-63442-4/topic/learning-resources.html#concept_wl5_3gg_5bc__section_ilv_1hg_5bc_jcock_06-19-24-1359-16-426)
- [Image Segmentation using DeepLab-v3 and Qualcomm Neural Processing
                    SDK for AI](https://docs.qualcomm.com/doc/80-63442-4/topic/learning-resources.html#concept_wl5_3gg_5bc__section_im1_bhg_5bc_jcock_06-19-24-1359-19-832)
- [CNN Architectures](https://docs.qualcomm.com/doc/80-63442-4/topic/learning-resources.html#concept_wl5_3gg_5bc__section_yng_bhg_5bc_jcock_06-19-24-1359-23-930)
- [Vision-based AI Use Cases](https://docs.qualcomm.com/doc/80-63442-4/topic/learning-resources.html#concept_wl5_3gg_5bc__section_yhl_bhg_5bc_jcock_06-19-24-1359-27-154)

## Artificial Intelligence, Machine Learning, Android and the Qualcomm Neural
                Processing SDK for AI

[Artificial Intelligence, Machine Learning, Android and the Qualcomm Neural Processing SDK for AI](https://docs.qualcomm.com/doc/80-63442-4/topic/artificial-qualcomm-neural-processing-sdk.html)

- Types of machine learning
- Data collection and pre-processing techniques
- Introduction to the Qualcomm Neural Processing SDK for AI and its
                    components
- Benchmarking the Qualcomm Neural Processing SDK for AI vs. TensorFlow on
                    Android
- Bringing up TensorFlow frameworks on the Qualcomm Neural Processing SDK for
                    AI
- Setting up the project using the Android Studio IDE and required SDKs

## Developing Apps with the Qualcomm Neural Processing SDK for AI

[Developing Apps with the Qualcomm Neural Processing SDK for AI](https://docs.qualcomm.com/doc/80-63442-4/topic/developing-apps-qualcomm-neural-processing-sdk.html)

- Working with Machine Learning Models in the Qualcomm Neural Processing SDK for
                    AI
- Tuning and Optimizing Machine Learning Models
- Developing an Android App with a Snapdragon® HDK
- Streaming Live Frames to a Machine Learning Model with the Qualcomm Neural
                    Processing SDK for AI

## Training and testing ML models

[Training and Testing Machine Learning Models](https://docs.qualcomm.com/doc/80-63442-4/topic/training-and-testing-machine-learning-models.html)

- Functional testing of Machine Learning Models
- Training, Testing and Evaluating Machine Learning Models

## Image Segmentation using DeepLab-v3 and Qualcomm Neural Processing SDK for
                AI

[Image Segmentation using DeepLab-v3 and Qualcomm Neural Processing SDK for AI](https://docs.qualcomm.com/doc/80-63442-4/topic/image-segmentation-deeplabv3.html)

- Classification, Object Detection and Image Segmentation
- DeepLab-v3 using Qualcomm Neural Processing SDK for AI on Ubuntu
- DeepLab-v3 using Qualcomm Neural Processing SDK for AI on Android

## CNN Architectures

[CNN Architectures](https://docs.qualcomm.com/doc/80-63442-4/topic/cnn-architectures.html)

- Deep Learning and Convolutional Neural Networks for Computer Vision
- Computer Vision CNN Architectures
- Advanced Computer Vision CNN Architectures

## Vision-based AI Use Cases

[Vision-based AI Use Cases](https://docs.qualcomm.com/doc/80-63442-4/topic/vision-based-ai-use-cases.html)

- Real-time Facial Detection and Validation
- Functional Testing of Vision-based ML Applications
- Facial Keypoint Detection
- Facial Expression Recognition – Part 1: Solution Pipeline on Ubuntu
- Facial Expression Recognition – Part 2: Solution Pipeline on Android

Last Published: Jun 24, 2024

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Artificial Intelligence, Machine Learning, Android and the Qualcomm Neural Processing SDK for AI](https://docs.qualcomm.com/bundle/publicresource/80-63442-4/topics/artificial-qualcomm-neural-processing-sdk.md)