Interface to 'fastai'
HammingLoss
HammingLossMulti
Has_params
Has_pool_type
BLURR_MODEL_HELPER
HF_ARCHITECTURES
Zoom_mat
HF_BaseInput
HF_BaseModelCallback
HF_BaseModelWrapper
HF_BeforeBatchTransform
HF_CausalLMBeforeBatchTransform
Show
Show_array
Show_batch
Show_image
Show_images
Show_preds
Show_results
Show_samples
ShowCycleGANImgsCallback
ShowGraphCallback
Sigmoid
Sigmoid_
Sigmoid_range
SigmoidRange
Signal Cutout
Signal Loss
Signal Shifter
SimpleCNN
SimpleSelfAttention
Sin
Sin
Sinh
Skm to fastai
Div
Slice
Sort
Sort
SortedDL
SpacyTokenizer
SpearmanCorrCoef
Spec_add_spaces
Spectrogram Transformer
Sqrt
Sqrt
SqueezeNet
Squeezenet1_0
Squeezenet1_1
Stack_train_valid
Step_stat
Sub
Sub
Subplots
Summarization_splitter
Summary
Summary
Summary_plot
Swish
Swish
Tabular
Tabular_config
Tabular learner
TabularDataTable
TabularModel
TabularTS
TabularTSDataloader
Tar_extract_at_filename
Tensor
Equal
Equal
TensorBBox
TensorBBox_create
TensorImage
TensorImageBW
TensorMultiCategory
TensorPoint
TensorPoint_create
TerminateOnNaNCallback
Test_loader
Text module
Text_classifier_learner
TextBlock
TextBlock_from_df
TextBlock_from_folder
TextDataLoaders_from_csv
TextDataLoaders_from_df
Upit module
TextDataLoaders_from_folder
TextLearner
Load_encoder
Load_pretrained
Save_encoder
TfmdDL
TfmdLists
TfmResize
Multiply
Timm module
Timm_learner
Timm models
Timeseries module
To_bytes_format
To_image
To matrix
To_thumb
Learn to XLA
Tokenize_csv
Tokenize_df
Tokenize_files
Tokenize_folder
Tokenize_texts
Tokenize1
Tokenizer
Tokenizer_from_df
TokenizeWithRules
Top_k_accuracy
Builtins module
Total_params
ToTensor
TrackerCallback
Train_loader
Trainable_params
TrainEvalCallback
Transform
TransformBlock
Transformers
TransformersDropOutput
TransformersTokenizer
Trunc_normal_
TSBlock
TSDataLoaders_from_dfs
TSDataTable
TSeries
TSeries_create
Unet_config
Unet_learner
UnetBlock
Unfreeze a model
Uniform_blur2d
ADULT_SAMPLE dataset
AG_NEWS dataset
AMAZON_REVIEWS_POLARITY dataset
AMAZON_REVIEWSAMAZON_REVIEWS dataset
BIWI_HEAD_POSE dataset
CALTECH_101 dataset
CAMVID dataset
CAMVID_TINY dataset
CARS dataset
CIFAR dataset
CIFAR_100 dataset
COCO_TINY dataset
CUB_200_2011 dataset
DBPEDIA dataset
DOGS dataset
FLOWERS dataset
FOOD dataset
HORSE_2_ZEBRA dataset
HUMAN_NUMBERS dataset
IMAGENETTE dataset
IMAGENETTE_160 dataset
IMAGENETTE_320 dataset
IMAGEWOOF dataset
IMAGEWOOF_160 dataset
IMAGEWOOF_320 dataset
IMDB dataset
IMDB_SAMPLE dataset
LSUN_BEDROOMS dataset
ML_SAMPLE dataset
MNIST dataset
MNIST_SAMPLE dataset
MNIST_TINY dataset
MNIST_VAR_SIZE_TINY dataset
MOVIE_LENS_ML_100k dataset
MT_ENG_FRA dataset
OPENAI_TRANSFORMER dataset
PASCAL_2007 dataset
PASCAL_2012 dataset
PETS dataset
PLANET_SAMPLE dataset
PLANET_TINY dataset
S3_COCO dataset
S3_IMAGE dataset
S3_IMAGELOC dataset
S3_MODEL dataset
S3_NLP dataset
SIIM_SMALL
SKIN_LESION dataset
SOGOU_NEWS dataset
SPEAKERS10 dataset
SPEECHCOMMANDS dataset
WIKITEXT dataset
WIKITEXT_TINY dataset
WT103_BWD dataset
WT103_FWD dataset
YAHOO_ANSWERS dataset
YELP_REVIEWS dataset
YELP_REVIEWS_POLARITY dataset
Vgg11_bn
Vgg13_bn
Vgg16_bn
Vgg19_bn
Vision module
Vleaky_relu
Voice
Wandb module
WandbCallback
Warp
Waterfall_plot
Weight_decay
WeightDropout
WeightedDL
Abdomen soft
Brain
Brain bone
Brain soft
Liver
Lungs
Mediastinum
Spine bone
Spine soft
Stroke
Subdural
XLA
XResNet
Xresnet101
Xresnet152
Xresnet18
Xresnet18_deep
Xresnet18_deeper
Xresnet34
Xresnet34_deep
Xresnet34_deeper
Xresnet50
Xresnet50_deep
Xresnet50_deeper
xresnext101
xresnext18
xresnext34
xresnext50
xse_resnet101
xse_resnet152
xse_resnet18
xse_resnet34
xse_resnet50
xse_resnext101
xse_resnext18
xse_resnext18_deep
xse_resnext18_deeper
xse_resnext34
xse_resnext34_deep
xse_resnext34_deeper
xse_resnext50
xse_resnext50_deep
xse_resnext50_deeper
xsenet154
Zoom
Zoom
Abs
Abs
AccumMetric
Accuracy
Accuracy_multi
Accuracy threshold expand
Adam
Adam_step
Adaptive_pool
AdaptiveAvgPool
AdaptiveConcatPool1d
AdaptiveConcatPool2d
Adaptive GAN Switcher
AdaptiveLoss
Add
Add cyclic datepart
Add datepart
Add Channels
Add Noise
Aaffine_coord
Affline mat
AffineCoordTfm
Alexnet
Logical_and
Apply_perspective
APScoreBinary
APScoreMulti
As_array
Aspect
Audio_extensions
AudioBlock
AudioBlock from folder
AudioGetter
AudioPadType module
AudioSpectrogram module
Audio Tensor
AudioTensor create
AudioToMFCC
AudioToMFCC from cfg
AudioToSpec from cfg
Augmentation
Auto configuration
Average_grad
Average_sqr_grad
AvgLoss
AvgPool
AvgSmoothLoss
AWD_LSTM
Awd_lstm_clas_split
Awd_lstm_lm_split
AWD_QRNN
BalancedAccuracy
BaseLoss
BaseTokenizer
Basic critic
Basic generator
BasicMelSpectrogram
Basic MFCC
BasicSpectrogram
BatchNorm
BatchNorm1dFlat
Bb_pad
BBoxBlock
BBoxLabeler
BBoxLblBlock
BCELossFlat
BCEWithLogitsLossFlat
Hugging Face module
BrierScore
BrierScoreMulti
Bs_find
Bs finder
Builtins module
Calculate_rouge
Callback module
Cat
Catalyst module
Catalyst model
Categorify
CategoryBlock
Ceil
Ceil
Change Volume
Children_and_parameters
ClassificationInterpretation_from_learner
Clean_raw_keys
Clip_remove_empty
Cm module
Cnn config
Cnn_learner
COCOMetric
COCOMetricType
CohenKappa
Collab module
Collab_learner
CollabDataLoaders_from_dblock
CollabDataLoaders_from_df
CollectDataCallback
Colors module
ColReader
ColSplitter
Combined_flat_anneal
Competition download file
Competition download files
Competition leaderboard download
Competition list files
Competition submit
Competitions list
Contrast
Conv_norm_lr
ConvLayer
ConvT_norm_relu
CorpusBLEUMetric
Cos
Cos
Cosh
Cosh
Crappify module
Crappifier
Create_body
Create_cnn_model
Create_fcn
Create_head
Create_inception
Create_mlp
Create_resnet
Create_unet_model
CropPad
Crop Time
CrossEntropyLossFlat
CSVLogger
CudaCallback
Loss NN module
CutMix
Cutout_gaussian
Cycle_learner
CycleGAN
CycleGANLoss
CycleGANTrainer
Data Loaders
DataBlock
Dataloaders from dls object
Datasets
Read dicom
Debias
Debugger
Decision_plot
Decode_spec_tokens
Default_split
Delta
Denormalize_imagenet
Densenet121
Densenet161
Densenet169
Densenet201
Dense Res Block
Dependence_plot
DeterministicDihedral
DeterministicDraw
DeterministicFlip
Detuplify_pg
Dice coefficient
Dicom class
Dicom_windows module
Dihedral
Dihedral_mat
DihedralItem
Dim
Dim
Discriminator
Div
Downmix Mono
Dropout_mask
Dummy_eval
DynamicUnet
EarlyStoppingCallback
Efficientdet infer dataloader
MaskRCNN learner
Eficientdet model
Efficientdet predict dataloader
Efficientdet train dataloader
Efficientdet valid dataloader
Emb_sz_rule
Embedding
EmbeddingDropout
Error rate
Exp
Exp
Exp_rmspe
Explained Variance
Expm1
Expm1
Export_generator
F1Score
F1ScoreMulti
Fa_collate
Da_convert
Fastai version
Fastaudio module
Faster RCNN infer dataloader
Faster RSNN learner
Faster RSNN model
Faster RCNN predict dataloader
Faster RSNN train dataloader
Faster RSNN valid dataloader
Wandb module
FBeta
FBetaMulti
FetchPredsCallback
File Splitter
Fill Missing
COMMON
CONSTANT
MEDIAN
Find_coeffs
Fine_tune
Fit
Fit
Fit
Fit_flat_cos
Fit_flat_lin
Fit one cycle
Fit_sgdr
Fix fit
Fix_html
Fixed GAN Switcher
Flatten
Flatten check
Flatten_model
Flip
Flip_mat
FlipItem
Tensor to float
Floor
Floor
Floor divide
Floor mod
Module
FolderDataset
Force_plot
Foreground accuracy
Forget_mult_CPU
ForgetMultGPU
Freeze a model
FuncSplitter
View
Gan critic
GAN loss from function
GAN Discriminative LR
GAN Learner from learners
Wgan
GAN Loss
GAN Module
GAN Trainer
GatherPredsCallback
Gauss_blur2d
Generate noise
Get_annotations
Get_audio_files
Get bias
Get_c
Extract confusion matrix
Get data loaders
Get image matrix
get_dicom_files
Get dls
Get_emb_sz
Get_files
Get_grid
Get_hf_objects
Get image files
Get_language_model
Get_preds_cyclegan
Get_text_classifier
Get_text_files
Get weights
GradientAccumulation
GrandparentSplitter
Fastai assignment
Floor mod
Floor divide
Grayscale
Greater
Greater or equal
Greater
Greater or equal
Load_dataset
HF_QABatchTransform
HF_QABeforeBatchTransform
HF_QstAndAnsModelCallback
HF_QuestionAnswerInput
Hf_splitter
HF_SummarizationBeforeBatchTransform
HF_SummarizationInput
HF_SummarizationModelCallback
HF_TASKS_ALL
HF_TASKS_AUTO
HF_Text2TextAfterBatchTransform
HF_Text2TextBlock
HF_TextBlock
HF_TokenCategorize
HF_TokenCategoryBlock
HF_TokenClassBeforeBatchTransform
HF_TokenClassInput
HF_TokenTensorCategory
Hook
Hook_output
Hook_outputs
HookCallback
Hooks
Hsv2rgb
Hue
Transformer module
Icevision module
Adapter
Aug_tfms
BasicIAATransform
BasicTransform
Blur
ChannelDropout
ChannelShuffle
CLAHE
ClassMap
CoarseDropout
ColorJitter
Compose
Crop
CropNonEmptyMaskIfExists
Cutout
Dataset
Icevision Dataset from images
Downscale
DualIAATransform
DualTransform
ElasticTransform
Equalize
FancyPCA
FDA
FixedSplitter
Flip
FromFloat
GaussianBlur
GaussNoise
GlassBlur
GridDistortion
GridDropout
HistogramMatching
HorizontalFlip
HueSaturationValue
IAAAdditiveGaussianNoise
IAAAffine
IAACropAndPad
IAAEmboss
IAAFliplr
IAAFlipud
IAAPerspective
IAAPiecewiseAffine
IAASharpen
IAASuperpixels
ImageCompression
ImageOnlyIAATransform
ImageOnlyTransform
InvertImg
ISONoise
JpegCompression
LongestMaxSize
MaskDropout
MedianBlur
MotionBlur
MultiplicativeNoise
Normalize
OpticalDistortion
PadIfNeeded
Parse
Posterize
RandomBrightnessContrast
RandomContrast
RandomCrop
RandomCropNearBBox
RandomFog
RandomGamma
RandomGridShuffle
RandomRain
RandomResizedCrop
RandomRotate90
RandomScale
RandomShadow
RandomSizedBBoxSafeCrop
RandomSizedCrop
RandomSnow
RandomSplitter
RandomSunFlare
Read_bgr_image
Read_rgb_image
Resize
Resize_and_pad
RGBShift
Rotate
ShiftScaleRotate
SingleSplitSplitter
SmallestMaxSize
Solarize
ToFloat
ToGray
ToSepia
Transpose
VerticalFlip
Icnr_init
IDMap
Image
Image_create
Image_open
Resize
Image2tensor
ImageBlock
ImageBW_create
ImageDataLoaders from csv
ImageDataLoaders from dblock
ImageDataLoaders from df
ImageDataLoaders from folder
ImageDataLoaders from lists
ImageDataLoaders from name regex
ImageDataLoaders from path function
ImageDataLoaders from path re
Imagenet statistics
In_channels
InceptionModule
Index Splitter
Wandb init
Init_default
Init_linear
Install fastai
InstanceNorm
IntToFloatTensor
Invisible Tensor
Is Rmarkdown?
Jaccard
JaccardCoeff
JaccardMulti
Kaggle module
L
L1LossFlat
L2_reg
LabeledBBox
LabelSmoothingCrossEntropy
LabelSmoothingCrossEntropyFlat
Lamb
Lamb_step
Lambda
Language_model_learner
Larc
Larc_layer_lr
Larc_step
Layer_info
Learner
Length
Length
Less
Less or equal
Less
Less or equal
LightingTfm
LinBnDrop
LinearDecoder
Lit Model
LMDataLoader
LMLearner
LMLearner_predict
Load_dataset
Load_ignore_keys
Load_image
Load_learner
Load_model_text
Timm models
Load_tokenized_csv
Loaders
Log
Log
Log1p
Log1p
Logical_and
Logical_not
Logical_or
Wandb login
Lookahead
LossMetric
Lr_find
MAE
Make_vocab
Mask_create
Equal
Mask from blur
Mask RCNN infer dataloader
MaskRCNN learner
MaskRCNN model
Mask RCNN predict dataloader
MaskRCNN train dataloader
MaskRSNN valid dataloader
Mask_tensor
Mask2bbox
MaskBlock
Masked_concat_pool
Mask Freq
MaskTime
Match_embeds
MatthewsCorrCoef
MatthewsCorrCoefMulti
Max
Max
MaxPool
Maybe_unsqueeze
MCDropoutCallback
Mean of tensor
Mean of tensor
Medical module
MergeLayer
Metrics module
Ignite module
Lightning module
Pytorch module
Min
Min
Mish
Class Mish
MishJitAutoFn
MixHandler
MixUp
Model_sizes
ModelResetter
Module module
NN module
Momentum_step
Most_confused
MSE
MSELossFlat
MSLE
MultiCategorize
MultiCategoryBlock
Multiply
MultiTargetLoss
N_px
Modify tensor
Net
NN module
Fastai custom loss
Fastai NN module
NoiseColor module
NoneReduce
Noop
Norm_apply_denorm
Normalize
Normalize from stats
NormalizeTS
Logical_not
Not equal
Not equal
Num_features_model
Numericalize
OldRandomCrop
One batch
OpenAudio
Optim metric
Optimizer
OptimWrapper
Logical_or
Operating system
An environment supporting TPUs
Pad_conv_norm_relu
Pad_input
Pad_input_chunk
Parallel
Parallel_tokenize
Params
ParamScheduler
Parent_label
AreasMixin
BBoxesMixin
Faster RCNN
FilepathMixin
Imageid Mixin
IsCrowdsMixin
LabelsMixin
Mask RCNN
MasksMixin
SizeMixin
Voc parser
Partial
PartialDL
Partial Lambda
PCA
PearsonCorrCoef
Perplexity
Pipeline
PixelShuffle_ICNR
Plot dicom
Plot_bs_find
Plot_confusion_matrix
Plot_loss
Plot_lr_find
Plot_top_losses
Add
Add layers to Sequential
PointBlock
PointScaler
PooledSelfAttention2d
PoolFlatten
PoolingLinearClassifier
Pow
Pow
Pre_process_squad
Precision
PrecisionMulti
Predict
Predict
Perplexity
Preprocess audio folder
Preprocess Audio
Print model
Print tabular model
Dicom
Py_apply
Python path
QHAdam
Qhadam_step
QRNN
QRNNLayer
R2Score
RAdam
Radam_step
RandomCrop
RandomErasing
RandomResizedCrop
RandomResizedCropGPU
RandomSplitter
RandPair
RandTransform
Ranger
RatioResize
ReadTSBatch
Recall
RecallMulti
ReduceLROnPlateau
Objects exported from other packages
RegressionBlock
Remove Silence
RemoveType module
Replace_all_caps
Replace_maj
Replace_rep
Replace_wrep
Res_block_1d
Resample
ResBlock
Reshape
Resize
Resize_max
ResizeBatch
Resize Signal
ResNet
Resnet_generator
Resnet101
Resnet152
Resnet18
Resnet34
Resnet50
ResnetBlock
RetinaNet
Retinanet module
RetinaNetFocalLoss
Reverse_text
Rgb2hsv
Rm_useless_spaces
Rms_prop_step
RMSE
RMSProp
RNNDropout
RNNRegularizer
RocAuc
RocAucBinary
RocAucMulti
Rotate
Rotate_mat
Round
Round
Saturation
SaveModelCallback
SchedCos
SchedExp
SchedLin
SchedNo
SchedPoly
SEBlock
SegmentationDataLoaders_from_label_func
SelfAttention
SEModule
SentenceEncoder
SentencePieceTokenizer
SeparableBlock
Sequential
SequentialEx
Sequential RNN
SEResNeXtBlock
Set freeze model
Set_item_pg
Setup_aug_tfms
SGD
Sgd_step
SGRoll
Shap module
Shape
ShapInterpretation
Shortcut
ShortEpochCallback
The 'fastai' <https://docs.fast.ai/index.html> library simplifies training fast and accurate neural networks using modern best practices. It is based on research in to deep learning best practices undertaken at 'fast.ai', including 'out of the box' support for vision, text, tabular, audio, time series, and collaborative filtering models.