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Mike Nelson's Projects

advancedhousepriceregression icon advancedhousepriceregression

Ongoing implementation of several advanced techniques in a regression challenge using house prices. This also includes extensive classes and functions for cleaning data and plotting.

cell2location icon cell2location

Comprehensive mapping of tissue cell architecture via integrated single cell and spatial transcriptomics (cell2location model)

housingpriceregressor icon housingpriceregressor

An ML regression implementation for housing prices, making using sample stratification, decision trees, and random forests.

inflationmeetsthelhc icon inflationmeetsthelhc

Git repository for ongoing studies of the running of Higgs couplings in the context of LHC constraints, models of new physics, and inflatory scenarios in the early Universe.

machinelearningpractise icon machinelearningpractise

A small repo summarising some of my early machine learning coding practise, including decision trees, ensemble classifiers, and SVMs

mldarkmatterhalos icon mldarkmatterhalos

ML algorithms which study the properties of astrophysical halos to learn about the nature of dark matter. Several different regressors and pipelines have been implemented, trained, and validated.

tensorflowpractise icon tensorflowpractise

A short repository with example implementations of a CNN, an RNN, and linear regression using the full power of TensorFlow.

twitterdisasterrnn icon twitterdisasterrnn

An RNN using LSTM implemented for the Kaggle "Real or Not? NPL with Disaster Tweets"

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