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  • 07_Hung-yi Lee_Self-attention

    Seq as inputSophisticated Input Input is a vector Input is a set of vectors Vector Set as Input举例子: 文字处理文本单词的处理形式常见的有两种: On...
      2022-12-12  
    • Machine Learning 
     
    • Courses Notes 
    • | Hung-yi Lee 
    • | Self-attention 
    • | Machine Learning 
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  • 06_Hung-yi Lee_why deep learning?

    ValtrainTraining Set Model Model Model validationValidation Set = { } Using validation set to select model = ...
      2022-12-12  
    • Machine Learning 
     
    • Courses Notes 
    • | Hung-yi Lee 
    • | Validation 
    • | Deep Learning 
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  • 05_Hung-yi Lee_Convolutional Neural Networks(CNN)

    CNN一种常用的神经网络框架,被用于 图像识别,影像辨识。 Image Classification图形预处理 图像识别系统 处理的问题一般会有不同的scale,一般的做法是: 将输入的,要处理的图像,~rescale~resize为统一的、要处理...
      2022-12-12  
    • Machine Learning 
     
    • Courses Notes 
    • | Classification 
    • | Neural Network 
    • | Hung-yi Lee 
    • | CNN 
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  • Python_tutorial

    写在前面 课程网站:廖雪峰_Python教程 主要内容分为: Python基础、函数编程、高级语法特性、面向对象 ## 都不会太深入(开发人员可能需要很懂 内容很多,其实这可能是我,第四次点开廖老师的网站了。因为想把机器学习的作业做好一点。先前做...
      2023-03-16  
    • Tutorial 
     
    • Python 
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  • NumPy_Pandas_Matplotlib

    写在前面 在进修这篇前需要有 Python基础,可以先学习前面的 Python_tutorial,或者从其他渠道习得。 学习 NumPy 和 Pandas 的本质,是学习它们的 数据结构。 NumPy的 Array, Pandas中的 Series ...
      2022-12-12  
    • Tutorial 
     
    • NumPy 
    • | matplotlib 
    • | Pandas 
    • | Python Learning 
    • | Prepare for Machine Learning 
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  • 04_Hung-yi Lee_What to do if my network fails to train2

    Classification as Regression Regression Classification as regression Class as one-hot vector避免不同类,被认为是相互临近关系。比如:Class 1 = 1,...
      2022-12-12  
    • Machine Learning 
     
    • Courses Notes 
    • | Classification 
    • | Neural Network 
    • | Hung-yi Lee 
    Read more 
  • 03_Hung-yi Lee_What to do if my network fails to train1

    Local minima & Saddle pointThe points with zero gradient is called critical point Local minima局部最小值,梯度为0,周围的点都比minima大。 S...
      2022-12-12  
    • Machine Learning 
     
    • Courses Notes 
    • | Neural Network 
    • | Hung-yi Lee 
    Read more 
  • 02_Hung-yi Lee_Pokemon Classification & strategy

    Pokemon vs. Digimon Function with unknown Parameters : number of candidate functions(model “complexity”) Loss of a func(given...
      2022-12-12  
    • Machine Learning 
     
    • Courses Notes 
    • | Hung-yi Lee 
    Read more 
  • Colab_Tutorial

    Link of this tutorial(Colab): https://reurl.cc/Epg3M0Link of the class: https://www.youtube.com/watch?v=YmPF0jrWn6Y Outline ...
      2022-12-12  
    • Tutorial 
     
    • Hung-yi Lee 
    • | Google Colab 
    • | Hardware Accelerate 
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  • PyTorch_Tutorial (TA Yuan Tseng)

    Videos LinkPyTorch_Tutorial1 https://www.youtube.com/watch?v=85uJ9hSaXigPyTorch_Tutorial2 https://www.youtube.com/watch?v=V...
      2022-12-12  
    • Tutorial 
     
    • Hung-yi Lee 
    • | PyTorch 
    Read more 
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