All notable changes to this project will be documented in this file. The format is based on Keep a Changelog.
- Added
Mercari
dataset (#123) - Added the model performance benchmark script (#114)
- Added
DataFrameBenchmark
(#107) - Added concat and equal ops for
TensorFrame
(#100) - Use ROC-AUC for binary classification in GBDT (#98)
- Infer
task_type
in dataset (#97) - Added
text_embedded
example (#95) - Added
MultimodalTextBenchmark
(#92, #117) - Renamed
x_dict
tofeat_dict
inTensorFrame
(#86) - Added
TabTransformer
example (#82) - Added
TabNet
example (#85) - Added dataset
tensorframe
andcol_stats
caching (#84) - Added
TabTransformer
(#74) - Added
TabNet
(#35) - Added text embedded stype, mapper and encoder. (#78)
- Added
ExcelFormer
example (#46) - Added support for inductive
DataFrame
toTensorFrame
transformation (#75) - Added
CatBoost
baseline and tunedCatBoost
example. (#73) - Added
na_strategy
as argument inStypeEncoder
. (#69) - Added
NAStrategy
class and impute NaN values inMutualInformationSort
. (#68) - Added
XGBoost
baseline and updated tunedXGBoost
example. (#57) - Added
CategoricalCatBoostEncoder
andMutualInformationSort
transforms needed by ExcelFromer (#52) - Added tutorial example script (#54)
- Added
ResNet
(#48) - Added
ExcelFormerEncoder
(#42) - Made
FTTransformer
takeTensorFrame
as input (#45) - Added
Tompt
example (#39) - Added
post_module
inStypeEncoder
(#43) - Added
FTTransformer
(#40, #41) - Added
ExcelFormer
(#26) - Added
Yandex
collections (#37) - Added
TabularBenchmark
collections (#33) - Added the
Bank Marketing
dataset (#34) - Added the
Mushroom
,Forest Cover Type
, andPoker Hand
datasets (#32) - Added
PeriodicEncoder
(#31) - Added
NaN
handling inStypeEncoder
(#28) - Added
LinearBucketEncoder
(#22) - Added
Trompt
(#25) - Added
TromptDecoder
(#24) - Added
TromptConv
(#23) - Added
StypeWiseFeatureEncoder
(#16) - Added indexing/shuffling and column select functionality in
Dataset
(#18, #19) - Added
Adult Census Income
dataset (#17) - Added column-level statistics and dataset materialization (#15)
- Added
FTTransformerConvs
(#12) - Added
DataLoader
capabilities (#11) - Added
TensorFrame.index_select
(#10) - Added
Dataset.to_tensor_frame
(#9) - Added base classes
TensorEncoder
,FeatureEncoder
,TableConv
,Decoder
(#5) - Added
TensorFrame
(#4) - Added
Titanic
dataset (#3) - Added
Dataset
base class (#3)