Saltar al contenido principal
InicioPython

Proyecto

Naïve Bees: Deep Learning with Images

PrincipianteNivel de habilidad
Actualizado 6/2024
Build a deep learning model that can automatically detect honey bees and bumble bees in images.
Iniciar Proyecto De Forma Gratuita

Incluido conPremium or Teams

PythonData ManipulationData VisualizationMachine Learning45 minutos12 Tasks1,500 XP6,129

Crea Tu Cuenta Gratuita

o

Al continuar, acepta nuestros Términos de uso, nuestra Política de privacidad y que sus datos se almacenan en los EE. UU.
Group

¿Entrenar a 2 o más personas?

Probar DataCamp for Business

Preferido por estudiantes en miles de empresas

Descripción del proyecto

Naïve Bees: Deep Learning with Images

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 build a simple deep learning model that can automatically detect honey bees and bumble bees, then load a pre-trained model for evaluation. You will use keras, scikit-learn, scikit-image, and numpy, among other popular Python libraries.This project is the third part of a series of projects that walk through working with image data, building classifiers using traditional techniques, and leveraging the power of deep learning for computer vision.Before taking this project, it will help to have completed Naïve Bees: Image Loading and Processing and Naïve Bees: Predict Species from Images.

Naïve Bees: Deep Learning with Images

Build a deep learning model that can automatically detect honey bees and bumble bees in images.
Iniciar Proyecto De Forma Gratuita
  • 1

    Import Python libraries

  • 2

    Load image labels

  • 3

    Examine RGB values in an image matrix

  • 4

    Importing the image data

  • 5

    Split into train, test, and evaluation sets

  • 6

    Normalize image data

  • 7

    Model building (part i)

  • 8

    Model building (part ii)

  • 9

    Compile and train model

  • 10

    Load pre-trained model and score

  • 11

    Visualize model training history

  • 12

    Generate predictions

    Únete a más 17 millones de estudiantes y empezar Naïve Bees: Deep Learning with Images hoy

    Crea Tu Cuenta Gratuita

    o

    Al continuar, acepta nuestros Términos de uso, nuestra Política de privacidad y que sus datos se almacenan en los EE. UU.