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umap-usage-and-parameters
Basic UMAP Usage and Parameters UMAP is a fairly flexible non-linear dimension reduction algorithm. ...
data-science-related-github-repos
Number of data-science related repos on Github by year Search API docs
holoviews-screwball-3
We'll cut down in the size of the DataFrame we're working with by throwing out weapon data for weapo...
geiger-measurements
Results from arduino radiation-board Revived a forgotten Libelium/Cooking-hacks radiation arduino s...
functional-preference-profiles-fpcn_fractionation
Functional preference profiles Note: This analysis is almost identical to this one: https://github.c...
protein-mutation-amber-tools
Require AmberTools conda install ambertools=17 -c http://ambermd.org/downloads/ambertools/conda/
burgers-equation
Evaluating Burgers Equation with different CFD Schemes We've already examined Burgers equation in bo...
animation-example
Author: Jake Vanderplas: http://jakevdp.github.io This is an example of embedding an animation via j...
autonomous-driving-training-model
Step 1 - Model Training Now that we have a feel for the data we are dealing with, we can start desig...
bokeh-cor-plot
To run all cells: Cell -> Run All To run a selected cell: First click on it, then ...
groundwater-modelling-hydrologic-model
Table of Contents 1 ——WESTERN TRADE COAST HYDROLOGIC MODEL ——2 IMPORT DEPENDENCIES3 THE STUDY AR...
datapackage-representation
A Jupyter notebook to read tracking files and (ultimately) create a data package representation of t...
zika-analysis
Zika and Microcephaly in Brazil - How weather, population growth, and sanitation have impacted the ...
geotopics-visualiise
Visualizing Geotopics Results In this notebook, we provide scripts to visualize the results obtained...
price-to-trailing-12-month-cashflows
Price to Trailing 12-Month Cashflows Reference This is calculated as a simple ratio between price pe...
merf-real-world-examples
Sleep Study We evaluate the performance of MERF on a famous sleep study dataset with 180 samples and...
seq-to-seq-signal-prediction
Sequence to Sequence (seq2seq) Recurrent Neural Network (RNN) for Time Series Prediction The goal of...
fully-connected-neural-networks
Fully-Connected Neural Nets In the previous homework you implemented a fully-connected two-layer neu...
animation-matplotlib-experiment
Animation based on: http://matplotlib.org/users/whats_new.html#display-hook-for-animations-in-the-i...
titanic-survival-analysis
Things to do with training set Identify missing values related columns and further analyse. Check t...
neutral-tumor-evolution
This notebook has all the code required to emulate the results from a simulation of tumour growth sh...
confidence-intervals
Confidence Intervals We have developed a method for estimating a parameter by using random sampling ...
bayesian-neural-network-pymc3
Variational Inference: Bayesian Neural Networks (c) 2016 by Thomas Wiecki Original blog post: http:/...
bounding-boxes
Table of Contents 1 Load libraries2 Load previously trained model3 Generate predictions4 Find b...
model-data-services
Model Data Services (MDS) This notebook is an early demonstration showing some of the benefit from h...
pomegranate-vs-hmmlearn
pomegranate / hmmlearn comparison hmmlearn is a Python module for hidden markov models with a scikit...
climate-data-sea-ice-arctic
When will Arctic be ice free during summer? One can look at the sea ice extent (first part of this n...
data-exploration-gdp-life-expectancy
Data Carpentry Reproducible Research Workshop - Data Exploration
pandas-seaborn-worldbank-data
Data Analysis and Visualization For today's workshop we will be using the pandas library, the matplo...
jupyter-octave-kernel
Jupyter Octave Kernel Interact with Octave in Notebook. All commands are interpreted by Octave. Sin...
maximising-expected-winnings
How long a series to maximize expected winnings Riddler Classic 2017-07-14 https://fivethirtyeight.c...
drive-pro-gps
Exploring DrivePro GPS format The Transcend DrivePro 220 exports its videos in Quicktime MOV format,...
epilepsy-comorbidity-analysis
Epilepsy Comorbidity Analysis using SCAIView This notebook contains the Quantification of gene overl...
simple-scatter-plots
*This notebook contains an excerpt from the [Python Data Science Handbook](http://shop.oreilly.com/p...
data-visualization1
I haven't posted much content over the past year as I've been quite preoccupied with other activitie...
space-time-burgers-equation
Content under Creative Commons Attribution license CC-BY 4.0, code under MIT license (c)2014 L.A. Ba...
ensembling-stacking
Self study from: https://www.kaggle.com/arthurtok/introduction-to-ensembling-stacking-in-python
linear-classification-language-detection
Build a language detector model The goal of this exercise is to train a linear classifier on text fe...
tak-exploration
Tak exploration We want to build an AI for Tak, a simple game that was inspired by the Kingkiller Ch...
ion-trapping-mode-analysis
Generate initial state We use the code created by the ion trapping group to compute the equilibrium ...
ion-trapping-mode analysis
Generate initial state We use the code created by the ion trapping group to compute the equilibrium ...
decision-trees
Decision tree (categorical) Let's try to construct a decision tree for the weather data. If we stick...
graph-analysis
Hello Networkx and Planarity NetworkX Homepage Planarity's Github Page Pre-generated Graph DB - On G...
face-generation
Face Generation In this project, you'll use generative adversarial networks to generate new images o...
italian-economy
ISTRUZIONE E MERCATO DEL LAVORO Abbiamo preso in considerazione tre variabili: tasso occupazione 2...
images-as-data
In this lab we'll look at images as data. In particular, we'll show how to use standard Python libra...