Aiexponent

HuBMAP – Hacking the Kidney

This Kaggle Competition is to detect functional tissue units (FTUs) across different tissue preparation pipelines. An FTU is defined as a “three-dimensional block of cells centred around a capillary, such that each cell in this block is within diffusion distance from any other cell in the same block”. The goal of this competition is the implementation of a successful and robust glomeruli FTU detector.

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Flower Image Classification

We will see how to model a deep learning network which can classify flowers into “roses” and “daisies”. This is a toy dataset and its purpose is to introduce you to the key concepts and methodologies.

Multiple Linear Regression

The objective of this notebook is to provide core concepts of Multiple Regression analysis such as correlation and use of RFE for feature reduction

Linear Regression

Regression is a handy tool to find relationships between dependent variables and independent variables. However, we cannot always fit a regression line to any given dataset. The objective of this notebook is to provide core concepts of Linear Regression analysis.