awesome-machine-learning
机器学习相关学习资料-书籍-学习代码。(更新中)
网址资源
博客
- Open AI
- DeepMind
- Facebook AI Research博客
- FerencHuszár的博客(剑桥的博士)
- Distill致力于清晰地解释机器学习
- Graduate Descent(深度学习的自然语言处理)
- Adit Deshpande的博客(机器学习和深度学习)
- Andrew Trask的博客-神经网络及其解释和实现
- 特斯拉的人工智能总监Andrej Karpathy的博客
- Denny Britz的博客(Google Brain团队的前员工)
- Sebastian Ruder(文本分析初创公司Aylien的研究科学家)
- Colah的博客 Olah旨在以简单的方式解释神经网络的复杂功能
- BAIR博客旨在传播BAIR在人工智能研究方面的研究成果，观点和最新情况
Github资源
书籍代码资料
- 书籍源码实现：《TensorFlow实战》
- 书籍《Python计算机视觉中译本》代码实例
- 书籍《统计学习方法-李航》一书中所有算法实现
- 书籍源码《Hands-On Transfer Learning with Python》
- 书籍《Machine-Learning 《Machine Learning in Action》-中文版 代码
- 书籍《Deep Learning《 Deep Learning With Python - 中文版》.pdf 代码
- 书籍《Deep-Learning 《 Applied Deep Learning with Python》.pdf 》代码
- 书籍 《Pattern recognition and machine learing_马春鹏翻译版.pdf 》MatLab代码 ; python版
面试资源
- DeepLearning-500-questions
- 2019-Autumn-recruitment-experience
- 机器学习资源 Machine learning Resources
- 机器学习&深度学习网站资源汇总（Machine Learning Resources）
- 2018/2019/校招/春招/秋招/算法/机器学习(Machine Learning)/深度学习(Deep Learning)/自然语言处理(NLP)/C/C++/Python/面试笔记
GitHub其他awesome资源
- Awesome-pytorch-list
- awesome-pytorch-scholarship
- Awesome Python Applications
- awesome-deeplearning-resources
- TensorFlow - A curated list of dedicated resources
- Awesome Object Detection based on handong1587 github
- awesome-deep-learning A curated list of awesome Deep Learning tutorials, projects and communities.
视频资源
TensorFlow资源
- TF Girls 修炼指南
- 炼数成金Tensorflow公开课
- Dan Does Data: Tensor Flow
- 谷歌Tensorflow官网上的视频教程
- Tensorflow与深度学习（人工智能）-初学篇 (Martin Görner)
- 斯坦福大学Tensorflow系列的课程 ；课程主页 ；课程实战代码
- Julia Ferraioli, Amy Unruh, Eli Bixby - Diving into Machine Learning through TensorFlow - PyCon 2016
- Tensorflow代码练习
- TensorFlow官方中文教程
- 从Tensorflow基础知识到有趣的项目应用
- 构建您的第一款TensorFlow Android应用程序
- 使用Jupyter Notebook运行的TensorFlow教程
- Simple and ready-to-use tutorials for TensorFlow
- tensorflow实战练习，包括强化学习、推荐系统、nlp等
- TensorFlow Tutorial and Examples for Beginners with Latest APIs
深度学习视频
在线书籍资源
- 《动手学 深度学习》
- Deep Learning Book Chinese Translation Companion webpage to the book "Mathematics For Machine Learning"
深度学习实战资源
- 免费的编程中文书籍索引
- ILearnDeepLearning.py
- All Algorithms implemented in Python
- 【国赛】【美赛】数学建模相关算法 MATLAB实现
- AI比赛相关
- Text to image synthesis using thought vectors
- Generative Adversarial Text to Image Synthesis
- Code for paper "Plug and Play Generative Networks"
- TensorFlow Implementation of "Show, Attend and Tell"
- Estimate 3D face pose by a Convolutional Neural Network
- practicalAI : A practical approach to learning machine learning.
- Convolutional Neural Network for Text Classification in Tensorflow
- A recurrent neural network for generating little stories about images
- Generative Handwriting using LSTM Mixture Density Network with TensorFlow
- Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow
- Machine learning resources，including algorithm, paper, dataset, example and so on.
- Simple embedding based text classifier inspired by fastText, implemented in tensorflow
- A PyTorch implementation of the architecture of Mask RCNN, serves as an introduction to working with PyTorch
- Translate darknet to tensorflow. Load trained weights, retrain/fine-tune using tensorflow, export constant graph def to mobile devices
论文源码复现
- Visualizing the Loss Landscape of Neural Nets. NIPS
- Adversarially Parameterized Optimization for 3D Human Pose Estimation
- NSGA-NET: A Multi-Objective Genetic Algorithm for Neural Architecture Search
- PyTorch implementation of convolutional neural networks-based text-to-speech synthesis models