Statements (65)
Predicate | Object |
---|---|
gptkbp:instance_of |
gptkb:Author
|
gptkbp:bfsLayer |
6
|
gptkbp:bfsParent |
gptkb:fastai.collab
|
gptkbp:allows |
easy model training
|
gptkbp:can_be_extended_by |
user-defined functions
|
gptkbp:constructed_in |
fastai core library
|
gptkbp:contains |
image classification functions
image segmentation functions object detection functions |
https://www.w3.org/2000/01/rdf-schema#label |
fastai.vision.all
|
gptkbp:includes |
visualization tools
pre-trained models metrics for evaluation data block API data augmentation functions |
gptkbp:integrates_with |
gptkb:Py_Torch
|
gptkbp:is_available_on |
gptkb:archive
|
gptkbp:is_compatible_with |
gptkb:board_game
gptkb:Jupyter_notebooks |
gptkbp:is_designed_for |
rapid prototyping
ease of use |
gptkbp:is_documented_in |
fastai documentation
|
gptkbp:is_featured_in |
tutorials
|
gptkbp:is_influenced_by |
research papers
|
gptkbp:is_known_for |
flexibility
high performance user-friendly interface ease of learning |
gptkbp:is_maintained_by |
fastai community
|
gptkbp:is_optimized_for |
gptkb:benchmark
|
gptkbp:is_part_of |
gptkb:fastai_v2
fastai library |
gptkbp:is_supported_by |
community forums
|
gptkbp:is_used_for |
gptkb:software_framework
gptkb:engine gptkb:mobile_application data visualization hyperparameter tuning web applications model evaluation ensemble methods model deployment feature extraction image classification tasks real-time inference robotics applications image generation tasks cloud computing applications edge computing applications Io T applications image restoration tasks style transfer tasks |
gptkbp:is_used_in |
gptkb:academic_research
online courses industry applications deep learning projects |
gptkbp:provides |
preprocessing functions
callbacks for training data loaders for images high-level API for computer vision tasks |
gptkbp:requires |
Python 3.6 or higher
|
gptkbp:supports |
transfer learning
mixed precision training multi-GPU training custom datasets |