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User:alang > IT 專案工作 > Deep Learning > PyImageSearch Tutorials

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PyImageSearch Tutorials

Image Hashing

用途：從一堆圖片資料集找出與指定內容物相同或類似的圖片

Object Detection

dlib

Object Tracking

Google Coral TPU USB Accelerator

NVIDIA Jetson Nano

Where to Purchase

Raspberry Pi Tutorials

OpenVINO with Intel Movidius Neural Compute Stick2 (NCS2)

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: Starting, stopping, and resuming training
Keras Learning Rate Finder
Cyclical Learning Rates with Keras and Deep Learning
Fine-tuning with Keras and Deep Learning
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/

Installing Keras and other dependencies on your system
Loading your data from disk
Creating your training and testing splits
Defining your Keras model architecture
Compiling your Keras model
Training your model on your training data
Evaluating your model on your test data
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

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