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Wayne's Talk 韋恩愛講話
  • Android
    • Android
    • Kotlin
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    • iOS
    • 建立第一個 SwiftUI App
    • Swift
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Browsing Tag

Python

31 posts
Photo by Janosch Diggelmann on Unsplash
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  • 314 views
  • 9 minute read
  • Deep Learning
  • Natural Language Processing

循環神經網路(Recurrent Neural Networks, RNN)

  • ByWayne
  • 15/02/2025
循環神經網路(Recurrent Neural Networks, RNN)是一個專門處理序列資料(sequential data)的神經網路架構。RNN 利用循環連結(recurrent connections)來保留先前的輸出資訊,使網路在處理當前步驟時,能同時考慮過去的狀態。本文章將介紹 RNN 的基本原理。
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Photo by Andrii Bondarenko on Unsplash
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  • 318 views
  • 4 minute read
  • Deep Learning
  • Vision Models

卷積神經網路(Convolutional Neural Networks, CNN)

  • ByWayne
  • 23/01/2025
卷積神經網路(convolutional neural networks, CNN)是一個基於神經網路(neural networks)的電腦視覺和影像處理方法。在本文章中,我們將介紹 CNN 裡各種層(layers)的原理。
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Photo by Mike Stezycki on Unsplash
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  • 410 views
  • 6 minute read
  • Deep Learning
  • Neural Networks

多元分類神經網路(Multiple Classification Neural Network)

  • ByWayne
  • 12/01/2025
多元分類神經網路(multiple classification neural network)可以分類多於一種類別。相較於二元分類(binary classification),在實務上是比較常被使用的。本文章將詳細介紹 multiple classification neural network 的理論。
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Photo by Henrique Ferreira on Unsplash
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  • 439 views
  • 12 minute read
  • Deep Learning
  • Neural Networks

神經網路(Neural Networks)與二元分類(Binary Classification)

  • ByWayne
  • 12/01/2025
由於深度學習(deep learning)在近年來蓬勃發展,使得神經網路(Neural Network)熱門起來。它已經被用於解決各式各樣的問題。本文章將以二元分類神經網路(binary classification neural network)來詳細介紹 neural network。
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Photo by Food Photographer | Jennifer Pallian on Unsplash
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  • 1.1K views
  • 7 minute read
  • Machine Learning
  • Supervised Learning

邏輯斯回歸(Logistic Regression)

  • ByWayne
  • 23/12/2024
Logistic regression 是一個資料分析技術,被用來做分類(classification)。它大概是分類演算法中最簡單的模型。因此,很適合當初學者的第一個分類演算法。
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Photo by Louis Hansel @shotsoflouis on Unsplash
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  • 1.1K views
  • 7 minute read
  • Machine Learning
  • Supervised Learning

線性回歸(Linear Regression)

  • ByWayne
  • 08/12/2024
Linear regression 是一個資料分析技術,且使用線性函數來預測未知的資料。雖然 linear regression 模型相對簡單,但它是一個成熟的統計技術。
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Photo by Danielle Barnes on Unsplash
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  • 936 views
  • 2 minute read
  • Deep Learning
  • Vision Models

Non Maximum Suppression (NMS)

  • ByWayne
  • 29/05/2024
Non maximum suppression 是一個在物件偵測中使用的技術,用來過濾物件偵測演算法產生出的 bounding boxes。如果不使用 NMS 的話,我們將會得到一張有密密麻麻的框框的圖片。
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Photo by Paul Carroll on Unsplash
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  • 3.4K views
  • 2 minute read
  • Deep Learning
  • Vision Models

YOLOv8 物件偵測教學

  • ByWayne
  • 23/05/2024
YOLO (You Only Look Once) 是一個熱門的物件偵測模型。它的高效能與高準確率,使得它快速地走紅。本文章將介紹如何使用 YOLOv8 來做物件偵測。
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Photo by Libby Penner on Unsplash
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  • 11.2K views
  • 2 minute read
  • Data Visualization
  • Machine Learning

Python K 線圖(Candlestick Charts)

  • ByWayne
  • 23/03/2021
K 線圖(Candlestick Charts)常用來顯示股價的走勢。單根 K 線可以表示出股價的四個價位,分別為最高價、開盤價、收盤價、以及最低價。本文章將介紹如何使用 Python 的 mplfinance 和 Plotly 套件來繪製 K 線圖。
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Photo by Fabrizio Verrecchia on Unsplash
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  • 5.3K views
  • 2 minute read
  • Data Visualization
  • Machine Learning

解決 Matplotlib 的中文顯示問題

  • ByWayne
  • 16/03/2021
Matplotlib 是一個常用的資料視覺化工具。但是在使用之前,若是沒有先做設定的話,Matplotlib 無法正確地顯示中文。本文章將一步一步地講解如何解決 Matplotlib 的顯示問題。
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