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These are my assignments and projects from deeplearning.ai.

Neural Network and Deep deep learning

This folder includes:
  • a simple logistic regression neural network
  • a planar data classification with one hidden layer
  • a deep neural network application

Improving Deep Neural Networks

This module focus on hyperparameter tuning, regularization and optimization. The folder includes:
  • Initialization
  • Regularization
  • Optimization Methods
  • Tensorflow Example
  • Tensorflow Deeplearning Network

Convolutional Neural Networks卷积神经网络

This folder focus on CNN, including:
  • Convolution Model Functions
  • Convolution Model Application
  • Residual Networks残差网络
  • Car Detection Application by YOLO algorithm使用YOLO算法构建汽车检测应用
  • Art Generation with Neural Style Transfer使用风格迁移算法实现艺术品生成器
  • Face Recognition Application人脸识别应用

Sequence Models序列模型

The folder includes:
  • Recurrent Neural Networks and LSTM algorithm循环神经网络与LSTM算法
  • Name Generator名字生成器
  • Music Generator with LSTM音乐生成器
  • Word Vectors词向量
  • Emojify表情判断
  • Neural machine translation with attention使用注意力机制实现机器翻译
  • Trigger Word Detection 触发词检测

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