待阅读文章列表 - Githubissues

ccc013 / Study-Notes

算法、编程学习笔记

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待阅读文章列表 #9

Open ccc013 opened 5 years ago

ccc013 commented 5 years ago

机器学习

[ ] A Gentle Introduction to Object Recognition With Deep Learning--目标检测入门介绍
[ ] Cloth Swapping with Deep Learning: Implement Conditional Analogy GAN in Keras
[ ] Feature Selection with sklearn and Pandas
[ ] 机器学习竞赛小众特征工程技巧
[x] machine-learning-in-python--翻译完成
[x] 9 Applications of Deep Learning for Computer Vision--计算机视觉的应用综述，参考+查找资料，写成文章
[x] 10 New Things I Learnt from fast.ai v3：阅读，主要是对 fast.ai 课程学习后的感想

PyTorch

Keras

[ ] Keras Tutorial: How to get started with Keras, Deep Learning, and Python
[ ] Fine-tuning with Keras and Deep Learning
[ ] Faster R-CNN (object detection) implemented by Keras for custom data from Google’s Open Images Dataset V4--Keras 训练 Faster R-CNN
[ ] (Keras)用迁移学习从人脸图像估计体质指数
[ ] 可视化卷积核和 features map

ccc013 commented 5 years ago

深度学习

[ ] 谷歌Colab的免费GPU使用教程

CNN

[ ] Simple Introduction to Convolutional Neural Networks
[ ] Advanced Topics in Deep Convolutional Neural Networks
[ ] Intuitively Understanding Convolutions for Deep Learning
[ ] How to Visualize Filters and Feature Maps in Convolutional Neural Networks--可视化卷积核和特征图
[ ] How to Implement VGG, Inception and ResNet Modules for Convolutional Neural Networks from Scratch--实现VGG、Inception、ResNet模块代码
[ ] A Simple Guide to the Versions of the Inception Network
[ ] CNN Heat Maps: Class Activation Mapping (CAM)
[ ] 【俗话卷积网络】《Convolutional Neural Networks — Simplified》
[ ] 如何区分并记住常见的几种 Normalization 算法
[ ] 【完结】总结12大CNN主流模型架构设计思想
[ ] CNN网络结构的发展：从LeNet到EfficientNet
[ ] 如何训练ResNet系列文章--一共八篇文章

计算机视觉

[ ] 利用复联3介绍 Image Caption
[ ] 计算摄影 | 图像合成与融合
[ ] mAP (mean Average Precision) for Object Detection
[ ] 图像处理100问--Github 上的一个图像处理教程
[ ] 深度学习超分辨率指南
[x] 【技术综述】多标签图像分类综述

项目

[ ] The 4 Convolutional Neural Network Models That Can Classify Your Fashion Images--介绍了4种CNN模型来训练时尚数据集
[ ] 手把手教你搭建食物识别API
[x] 利用CycleGAN生成不同属性的神奇宝贝
[ ] How to implement a YOLO (v3) object detector from scratch in PyTorch: Part 1--pytorch实现YOLO(v3)的一系列教程
[ ] 用深度学习和局部敏感哈希搜索相似图片
[x] 手把手系列 | 教你用Python构建多标签图像分类模型（附案例）
[x] 图像配准：从SIFT到深度学习

GAN

[x] GANs"必读"论文推荐
[x] GAN的有趣应用

项目

[ ] GANs的端到端介绍

人脸

项目

[ ] #KnowYourAI: Developing a Framework to Address Bias in Facial Expression Recognition
[ ] Implementing Face Detection using Python and OpenCV--利用 opencv 实现人脸检测
[ ] How to Perform Face Detection with Deep Learning in Keras--基于深度学习方法的人脸检测
[ ] 一款入门级的人脸、视频、文字检测以及识别的项目

ccc013 commented 5 years ago

Python

[x] Jupyter Notebook 入门教程
[x] Jupyter Notebook进阶教程
[ ] 强化你的Jupyter Notebooks
[ ] Reading and Writing CSV Files in Python--读取，保存csv文件
[ ] How to create, read, update and search through Excel files using Python
[ ] Python Tricks 101--总结了一些不常见当有效的技巧，主要来自 PyTricks 项目
[ ] Jupyter tips, tricks and shortcuts--28 个 Jupyter 的秘诀、技巧和快捷键
[ ] 技巧、诀窍和魔法：轻松优化Jupyter Notebook
[x] 用Numba加速Python代码
[ ] Python 工匠：高效操作文件的三个建议
[ ] 24式加速你的Python--阅读总结
[ ] Python 工匠：让函数返回结果的技巧
[x] Python Pro Tip: Start using Python defaultdict and Counter in place of dictionary
[x] Cython 加速Python

项目

[ ] Python 批量下载无版权图片

Git

[ ] Git/GitHub基础速查