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Charlene's Projects

alexhwoods.com icon alexhwoods.com

All code and data relating to blog posts will be in this repository. View blog at alexhwoods.com

batchwise-dropout icon batchwise-dropout

Run fully connected artificial neural networks with dropout applied (mini)batchwise, rather than samplewise. Given two hidden layers each subject to 50% dropout, the corresponding matrix multiplications for forward- and back-propagation is 75% less work as the dropped out units are not calculated.

caravel icon caravel

Caravel is a data exploration platform designed to be visual, intuitive, and interactive

chatterbot icon chatterbot

ChatterBot is a machine learning, conversational dialog engine for creating chat bots

computer-science icon computer-science

:mortar_board: Path to a free self-taught education in Computer Science!

d3 icon d3

A JavaScript visualization library for HTML and SVG.

data-science-ipython-notebooks icon 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

datasciencer icon datasciencer

a curated list of R tutorials for Data Science, NLP and Machine Learning

fastai_in_colab icon fastai_in_colab

I'll be working through the Fast.ai courses entirely in Google Colab notebooks. I'll publish them here!

go icon go

The Open Source Data Science Masters

handson-ml icon handson-ml

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in python using Scikit-Learn and TensorFlow.

ipython icon ipython

Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.

islr-python icon islr-python

An Introduction to Statistical Learning (James, Witten, Hastie, Tibshirani, 2013): Python code

kinectex icon kinectex

A Set of Tools and Utilities for Kinect v2 ---------

libfreenect icon libfreenect

Drivers and libraries for the Xbox Kinect device on WIndows, Linux, and OS X

photon-ml icon photon-ml

A scalable machine learning library on Apache Spark

projects icon projects

:page_with_curl: A list of practical projects that anyone can solve in any programming language.

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