{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Naive Bees Image Loading and Processing\n", "> Can a machine distinguish between a honey bee and a bumble bee? Being able to identify bee species from images, while challenging, would allow researchers to more quickly and effectively collect field data. In this Project, you will use the Python image library Pillow to load and manipulate image data. You'll learn common transformations of images and how to build them into a pipeline. This is the Result of Project \"Naive Bees Image Loading and Processing\", via datacamp.\n", "\n", "- toc: true \n", "- badges: true\n", "- comments: true\n", "- author: Chanseok Kang\n", "- categories: [Python, Datacamp, Vision]\n", "- image: images/bee_2.jpg" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Import Python libraries\n", "
\n", "A honey bee.
\n", "The question at hand is: can a machine identify a bee as a honey bee or a bumble bee? These bees have different behaviors and appearances, but given the variety of backgrounds, positions, and image resolutions it can be a challenge for machines to tell them apart.
\n", "Being able to identify bee species from images is a task that ultimately would allow researchers to more quickly and effectively collect field data. Pollinating bees have critical roles in both ecology and agriculture, and diseases like colony collapse disorder threaten these species. Identifying different species of bees in the wild means that we can better understand the prevalence and growth of these important insects.
\n", "\n", "A bumble bee.
\n", "This notebook walks through loading and processing images. After loading and processing these images, they will be ready for building models that can automatically detect honeybees and bumblebees.
" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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