PyImageSearch Tutorials

Object Detection

• A gentle guide to deep learning object detection
• Raspberry Pi: Deep learning object detection with OpenCV
• Object detection with deep learning and OpenCV

Google Coral TPU USB Accelerator

• Getting started with Google Coral’s TPU USB Accelerator
• Object detection and image classification with Google Coral USB Accelerator

NVIDIA Jetson Nano

• Getting started with the NVIDIA Jetson Nano

Raspberry Pi Tutorials

• Building a Raspberry Pi security camera with OpenCV

OpenVINO with Intel Movidius Neural Compute Stick2 (NCS2)

• OpenVINO, OpenCV, and Movidius NCS on the Raspberry Pi
• Intel Distribution of OpenVINO Toolkit - Get Started

Liveness Detection with OpenCV

非即時影像偵測，這類應用主要可以解決傳統人臉辨識系統可以用照片騙過系統的安全問題。

https://www.pyimagesearch.com/2019/0...n-with-opencv/

Deep learning, hydroponics, and medical marijuana

深度學習幫助水耕栽種

https://www.pyimagesearch.com/2018/1...cal-marijuana/

• Keras + Train CNN

Keras Tutorials

• Keras: Feature extraction on large datasets with Deep Learning
• Fashion MNIST with Keras and Deep Learning
• How to use Keras fit and fit_generator (a hands-on tutorial)
• Keras Conv2D and Convolutional Layers
• Auto-Keras and AutoML: A Getting Started Guide
• Regression with Keras
  Regression enables us to predict continuous values, such as house price prediction or stock market forecasting.

Keras: How to get started with Keras, Deep Learning, and Python

https://www.pyimagesearch.com/2018/0...ng-and-python/

1. Installing Keras and other dependencies on your system
2. Loading your data from disk
3. Creating your training and testing splits
4. Defining your Keras model architecture
5. Compiling your Keras model
6. Training your model on your training data
7. Evaluating your model on your test data
8. Making predictions using your trained Keras model

Deep Learning and Medical Image Analysis with Keras

瘧疾檢驗模型訓練

https://www.pyimagesearch.com/2018/1...is-with-keras/

• ResNet
• SGD optimizer
• 切割樣本資料集為 train, validation, test 等資料集
• Data Augmentation
• Decay learning rate after exch epoch