圖片來源:https://www.mathworks.com/solutions/deep-learning/convolutional-neural-network.html

參考文獻


Serverify

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Angermueller_et_al-2016-Molecular_Systems_Biology

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Keras.js

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Keras.js

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Fully Convolutional Networks for Semantic Segmentation

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Tiny Yolov2

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Colorful Image Colorization

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Machine Learning Guru

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A visual introduction to machine learning

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Neural Network

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IEEE

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CGF

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Matlab

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Visualizing and Interpreting Convolutional Neural Network

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如何通俗易懂地解釋卷積

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卷積為什麼叫眷積

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Kernel (image processing)

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Convolutional Neural Networks - Basics

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Visualizing and Understanding Convolutional Networks

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drawNet

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如何辨別機器學習模型的好壞?秒懂Confusion Matrix

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Convolutional Neural Network (CNN)

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Visualization of Neural Network Predictions for Weather Forecasting

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Mask R-CNN for Object Detection and Segmentation

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Face Recognition

HTML


Detectron

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LUMINOTH

HTML


Tological Visualisation of a Convolutional Neural Network

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Visualization_for_ML

PDF


資料視覺化:

(1) Matplotlib

GitHub

(2) Seaborn

GitHub

(3) Plotly (互動式視覺化)

GitHub

(4) Bokeh (網頁互動式視覺化)

GitHub

(5) Dash (網頁數據分析應用程式)

GitHub

(6) Visdom (視覺化製作及分享)

GitHub

(7) NetworkX (社會網路分析圖)

GitHub


機器學習:

(1) Scikit-Learn

GitHub

(2) mlxtend (包含許多 sklearn 尚未支援的 ML 演算法)

GitHub

(3) XGBoost (Kaggle 競賽神器)

GitHub

(4) Prophet (時間序列資料預測)

GitHub