|
gptkbp:instance_of
|
gptkb:Library
|
|
gptkbp:bfsLayer
|
4
|
|
gptkbp:bfsParent
|
gptkb:Py_Torch
|
|
gptkbp:aims_to
|
make deep learning accessible
|
|
gptkbp:based_on
|
gptkb:Py_Torch
|
|
gptkbp:constructed_in
|
gptkb:Py_Torch
|
|
gptkbp:dependency
|
gptkb:Matplotlib
gptkb:Pandas
gptkb:scikit-learn
gptkb:Num_Py
gptkb:Scikit-learn
fastcore
|
|
gptkbp:developed_by
|
gptkb:Jeremy_Howard
|
|
gptkbp:features
|
computer vision
natural language processing
collaborative filtering
tabular data processing
|
|
gptkbp:first_released
|
gptkb:2016
gptkb:2017
|
|
gptkbp:has_community
|
fastai forum
|
|
gptkbp:has_documentation
|
https://docs.fast.ai
fastai documentation
|
|
gptkbp:has_events
|
workshops
conferences
meetups
|
|
gptkbp:has_feature
|
hyperparameter tuning
time series analysis
visualization tools
callbacks
image classification
object detection
pre-trained models
recommendation systems
transfer learning
metrics
text generation
image segmentation
language modeling
collaborative filtering
model interpretation
multi-GPU support
distributed training
text classification
easy deployment
mixed precision training
data loaders
callbacks API
custom loss functions
data block API
learner API
tabular modeling
|
|
gptkbp:has_version
|
2.5.3
|
|
https://www.w3.org/2000/01/rdf-schema#label
|
fastai
|
|
gptkbp:includes
|
gptkb:fastai.collab
gptkb:fastai.vision
data augmentation
fastai.tabular
fastai.text
|
|
gptkbp:is_available_on
|
gptkb:archive
|
|
gptkbp:is_compatible_with
|
gptkb:Jupyter_Notebooks
gptkb:Jupyter_notebooks
|
|
gptkbp:is_influenced_by
|
gptkb:Andrew_Ng
gptkb:Geoffrey_R._Hinton
gptkb:Yann_Le_Cun
Coursera deep learning specialization
Stanford C S231n
|
|
gptkbp:is_integrated_with
|
gptkb:AWS
gptkb:Google_Colab
gptkb:GCP
gptkb:Azure
gptkb:Kaggle
|
|
gptkbp:is_known_for
|
high-level abstractions
practical applications
ease of use
|
|
gptkbp:is_open_source
|
gptkb:theorem
|
|
gptkbp:is_part_of
|
gptkb:National_Park
fast.ai organization
|
|
gptkbp:is_popular_in
|
gptkb:education
gptkb:film_production_company
|
|
gptkbp:is_supported_by
|
research papers
online courses
tutorial videos
|
|
gptkbp:is_used_by
|
gptkb:physicist
gptkb:Educational_Institution
data scientists
machine learning practitioners
|
|
gptkbp:is_used_for
|
deep learning
|
|
gptkbp:language
|
gptkb:Library
|
|
gptkbp:latest_version
|
2.5.3
|
|
gptkbp:notable_recipients
|
open-source community
open source contributors
|
|
gptkbp:offers_courses_in
|
gptkb:Practical_Deep_Learning_for_Coders
|
|
gptkbp:provides
|
high-level API
|
|
gptkbp:supports
|
transfer learning
|
|
gptkbp:tutorials
|
fastai course materials
fastai course
|
|
gptkbp:user_base
|
beginners
experts
|