ppxie's repositories
data-science-ipython-notebooks
Continually updated data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines. https://bit.ly/data-notes
Algorithms
:computer: Data Structures and Algorithms in Python
algorithms-1
An educational library of algorithms in Python
awesome
A curated list of awesome lists
awesome-bigdata
A curated list of awesome big data frameworks, ressources and other awesomeness.
awesome-machine-learning
A curated list of awesome Machine Learning frameworks, libraries and software.
DAT3
General Assembly's Data Science course in Washington, DC
data
Data and code behind the stories and interactives at FiveThirtyEight
dive-into-machine-learning
Dive into Machine Learning with Python Jupyter notebook and scikit-learn
DSE220_Machine_Learning
Repo for my graduate data science machine learning class at UCSD (UC San Diego). This course provides a broad introduction to the practical side of machine-learning and data analysis. The topics covered in this class include topics in supervised learning, such as k-nearest neighbor classifiers, decision trees, boosting and perceptrons, and topics in unsupervised learning, such as k-means, PCA and Gaussian mixture models.
fairseq-py
Facebook AI Research Sequence-to-Sequence Toolkit written in Python.
generative-models
Collection of generative models, e.g. GAN, VAE in Pytorch and Tensorflow.
implicit
Fast Python Collaborative Filtering for Implicit Feedback Datasets
ipython-notebooks
A collection of IPython notebooks covering various topics.
Paper-Implementations
Use PyTorch to implement some classic frameworks
py-Goldsberry
Python Package for facilitating analysis of NBA Data
pyspider
A Powerful Spider(Web Crawler) System in Python.
pytorch-cifar
95.16% on CIFAR10 with PyTorch
pytorch-playground
Base pretrained models and datasets in pytorch (MNIST, SVHN, CIFAR10, CIFAR100, STL10, AlexNet, VGG16, VGG19, ResNet, Inception, SqueezeNet)
pytorch-rl
Deep Reinforcement Learning with pytorch & visdom
pytorch-tutorial
PyTorch Tutorial for Deep Learning Researchers
spark-py-notebooks
Apache Spark & Python (pySpark) tutorials for Big Data Analysis and Machine Learning as IPython / Jupyter notebooks
sru
Training RNNs as Fast as CNNs (https://arxiv.org/abs/1709.02755)
torchsample
High-Level Training, Data Augmentation, and Utilities for Pytorch