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3.## umap-usage-and-parameters

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Basic UMAP Usage and Parameters UMAP is a fairly flexible non-linear dimension reduction algorithm. ...

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6.## data-science-related-github-repos

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Number of data-science related repos on Github by year Search API docs

7.## holoviews-screwball-3

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We'll cut down in the size of the DataFrame we're working with by throwing out weapon data for weapo...

8.## geiger-measurements

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Results from arduino radiation-board Revived a forgotten Libelium/Cooking-hacks radiation arduino s...

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10.## functional-preference-profiles-fpcn_fractionation

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Functional preference profiles Note: This analysis is almost identical to this one: https://github.c...

11.## protein-mutation-amber-tools

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Require AmberTools conda install ambertools=17 -c http://ambermd.org/downloads/ambertools/conda/

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15.## burgers-equation

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Evaluating Burgers Equation with different CFD Schemes We've already examined Burgers equation in bo...

16.## animation-example

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Author: Jake Vanderplas: http://jakevdp.github.io This is an example of embedding an animation via j...

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20.## autonomous-driving-training-model

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Step 1 - Model Training Now that we have a feel for the data we are dealing with, we can start desig...

21.## bokeh-cor-plot

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To run all cells: Cell -> Run All To run a selected cell: First click on it, then ...

22.## groundwater-modelling-hydrologic-model

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Table of Contents 1 ——WESTERN TRADE COAST HYDROLOGIC MODEL ——2 IMPORT DEPENDENCIES3 THE STUDY AR...

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24.## datapackage-representation

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A Jupyter notebook to read tracking files and (ultimately) create a data package representation of t...

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28.## zika-analysis

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Zika and Microcephaly in Brazil - How weather, population growth, and sanitation have impacted the ...

29.## geotopics-visualiise

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Visualizing Geotopics Results In this notebook, we provide scripts to visualize the results obtained...

30.## price-to-trailing-12-month-cashflows

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Price to Trailing 12-Month Cashflows Reference This is calculated as a simple ratio between price pe...

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32.## merf-real-world-examples

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Sleep Study We evaluate the performance of MERF on a famous sleep study dataset with 180 samples and...

33.## seq-to-seq-signal-prediction

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Sequence to Sequence (seq2seq) Recurrent Neural Network (RNN) for Time Series Prediction The goal of...

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39.## fully-connected-neural-networks

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Fully-Connected Neural Nets In the previous homework you implemented a fully-connected two-layer neu...

40.## animation-matplotlib-experiment

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Animation based on: http://matplotlib.org/users/whats_new.html#display-hook-for-animations-in-the-i...

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43.## titanic-survival-analysis

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Things to do with training set Identify missing values related columns and further analyse. Check t...

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47.## neutral-tumor-evolution

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This notebook has all the code required to emulate the results from a simulation of tumour growth sh...

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51.## confidence-intervals

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Confidence Intervals We have developed a method for estimating a parameter by using random sampling ...

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58.## bayesian-neural-network-pymc3

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Variational Inference: Bayesian Neural Networks (c) 2016 by Thomas Wiecki Original blog post: http:/...

59.## bounding-boxes

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Table of Contents 1 Load libraries2 Load previously trained model3 Generate predictions4 Find b...

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61.## model-data-services

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Model Data Services (MDS) This notebook is an early demonstration showing some of the benefit from h...

62.## pomegranate-vs-hmmlearn

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pomegranate / hmmlearn comparison hmmlearn is a Python module for hidden markov models with a scikit...

63.## climate-data-sea-ice-arctic

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When will Arctic be ice free during summer? One can look at the sea ice extent (first part of this n...

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65.## data-exploration-gdp-life-expectancy

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Data Carpentry Reproducible Research Workshop - Data Exploration

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70.## pandas-seaborn-worldbank-data

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Data Analysis and Visualization For today's workshop we will be using the pandas library, the matplo...

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73.## jupyter-octave-kernel

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Jupyter Octave Kernel Interact with Octave in Notebook. All commands are interpreted by Octave. Sin...

74.## maximising-expected-winnings

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How long a series to maximize expected winnings Riddler Classic 2017-07-14 https://fivethirtyeight.c...

75.## drive-pro-gps

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Exploring DrivePro GPS format The Transcend DrivePro 220 exports its videos in Quicktime MOV format,...

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79.## epilepsy-comorbidity-analysis

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Epilepsy Comorbidity Analysis using SCAIView This notebook contains the Quantification of gene overl...

80.## simple-scatter-plots

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*This notebook contains an excerpt from the [Python Data Science Handbook](http://shop.oreilly.com/p...

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83.## data-visualization1

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I haven't posted much content over the past year as I've been quite preoccupied with other activitie...

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85.## space-time-burgers-equation

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Content under Creative Commons Attribution license CC-BY 4.0, code under MIT license (c)2014 L.A. Ba...

86.## ensembling-stacking

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Self study from: https://www.kaggle.com/arthurtok/introduction-to-ensembling-stacking-in-python

87.## linear-classification-language-detection

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Build a language detector model The goal of this exercise is to train a linear classifier on text fe...

88.## tak-exploration

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Tak exploration We want to build an AI for Tak, a simple game that was inspired by the Kingkiller Ch...

89.## ion-trapping-mode-analysis

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Generate initial state We use the code created by the ion trapping group to compute the equilibrium ...

90.## ion-trapping-mode analysis

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Generate initial state We use the code created by the ion trapping group to compute the equilibrium ...

91.## decision-trees

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Decision tree (categorical) Let's try to construct a decision tree for the weather data. If we stick...

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93.## graph-analysis

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Hello Networkx and Planarity NetworkX Homepage Planarity's Github Page Pre-generated Graph DB - On G...

94.## face-generation

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Face Generation In this project, you'll use generative adversarial networks to generate new images o...

95.## italian-economy

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ISTRUZIONE E MERCATO DEL LAVORO Abbiamo preso in considerazione tre variabili: tasso occupazione 2...

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98.## images-as-data

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In this lab we'll look at images as data. In particular, we'll show how to use standard Python libra...

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