fast.ai Howto
fast.ai is a non-profit organization that provides free, practical deep learning courses and libraries to make AI more accessible and democratized.
View MoreHow to Use fast.ai
Set up a GPU-enabled environment: Use a cloud platform like Google Colab or set up a local environment with an NVIDIA GPU. Fast.ai recommends using Google Colab for beginners as it's free and easy to use.
Install the fastai library: If using Colab, run: !pip install fastai. For local installations, use conda or pip to install fastai and its dependencies.
Import the necessary modules: At the start of your notebook or script, import fastai modules: from fastai.vision.all import *
Load and prepare your data: Use fastai's DataBlock API to easily load and prepare your dataset for training.
Create a learner: Use fastai's cnn_learner or unet_learner to create a model with pre-trained weights.
Train the model: Use the fit or fit_one_cycle method to train your model on the prepared data.
Evaluate and fine-tune: Use fastai's interpretation tools to evaluate model performance and fine-tune as needed.
Make predictions: Use the trained model to make predictions on new data.
fast.ai FAQs
fast.ai is a non-profit research group focused on making deep learning more accessible. They provide free online courses, a deep learning library, and conduct research to democratize AI.
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