Generating New Recipes using GPT-2

4.3
estrellas
32 calificaciones
ofrecido por
Coursera Project Network
2636 ya inscrito
En este proyecto guiado, tú:

Clean and preprocess text data for modeling

Create datasets for large-scale language generation

Fine-tune large-scale language model on small and niche task of generating recipes

Clock90-120 minutes
IntermediateIntermedio
CloudNo se necesita descarga
VideoVideo de pantalla dividida
Comment DotsInglés (English)
LaptopSolo escritorio

In this 2 hour long project, you will learn how to preprocess a text dataset comprising recipes, and split it into a training and validation set. You will learn how to use the HuggingFace library to fine-tune a deep, generative model, and specifically how to train such a model on Google Colab. Finally, you will learn how to use GPT-2 effectively to create realistic and unique recipes from lists of ingredients based on the aforementioned dataset. This project aims to teach you how to fine-tune a large-scale model, and the sheer magnitude of resources it takes for these models to learn. You will also learn about knowledge distillation and its efficacy in use cases such as this one. Note: This course works best for learners who are based in the North America region. We’re currently working on providing the same experience in other regions.

Habilidades que desarrollarás

  • Python Programming
  • Machine Learning
  • Natural Language Processing

Aprende paso a paso

En un video que se reproduce en una pantalla dividida con tu área de trabajo, tu instructor te guiará en cada paso:

  1. Introduction to the task and demo

  2. Exploratory data analysis and visualizations

  3. Dataset preparation

  4. GPT-2 theory and related machine learning concepts

  5. Model training on Google Colab

  6. Evaluating model performance empirically

Cómo funcionan los proyectos guiados

Tu espacio de trabajo es un escritorio virtual directamente en tu navegador, no requiere descarga.

En un video de pantalla dividida, tu instructor te guía paso a paso

Reseñas

Principales reseñas sobre GENERATING NEW RECIPES USING GPT-2

Ver todas las reseñas

Preguntas Frecuentes

Preguntas Frecuentes

¿Tienes más preguntas? Visita el Centro de Ayuda al Alumno.