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microsoft/lightgbm
A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks.
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Light Gbm v2.0.12

Light Gbm: v2.0.12 Release

Release date:
December 26, 2017
Previous version:
v2.0.11 (released November 25, 2017)
Magnitude:
4,143 Diff Delta
Contributors:
7 total committers
Data confidence:
Commits:
38 impacting commits

38 Commits in this Release

Ordered by the degree to which they evolved the repo in this version.

Speed up saving and loading model (#1083)
Authored November 26, 2017
refine network interface
Authored December 15, 2017
support label as double type (#1120)
Authored December 17, 2017
Network interface with c_api (#1067)
Authored November 29, 2017
support refit model by new data (#1124)
Authored December 19, 2017
[R] fix EncodeChar
Authored November 27, 2017
[python] added class_weight parameter in sklearn wrapper (#1114)
Authored December 25, 2017
fix network init with extern functions.
Authored December 16, 2017
fix bug in LGBM_NetworkInitWithFunctions
Authored December 15, 2017
fix bug in feature fraction (#1099)
Authored December 4, 2017
[python] add try/except in __del__ (#1095)
Authored December 11, 2017
fix early stopping edge case (#1133)
Authored December 23, 2017
change kZeroThreshold to 1e-35f
Authored December 12, 2017
removed outdated code (#1084)
Authored November 26, 2017
[R] fix encodeChar
Authored December 4, 2017
fix the error message for get_field
Authored December 22, 2017
[ci] [docs] compilation on macOS (#1088)
Authored November 29, 2017
clean code for network functions
Authored December 14, 2017
fix #1142 (feature name with `=` symbol).
Authored December 25, 2017
fix data_filename_ bug with c_api
Authored December 25, 2017
add reference paper
Authored December 5, 2017
fix a potential problem in substr.
Authored December 25, 2017
[CLI][python-package][docs] Add n_estimators as num_iteration alias (#1079)
Authored December 6, 2017
Fix AMD APP SDK download link (#1113)
Authored December 11, 2017
fixed outdated link (#1118)
Authored December 16, 2017
[R] fix EncodeChar
Authored November 30, 2017
update version
Authored December 26, 2017
fix #1089 : voting parallel bug for sparse data
Authored December 1, 2017
fix a warning
Authored November 29, 2017
fix a silly bug in maxK
Authored December 11, 2017
fix a warning
Authored December 5, 2017
Fix Microsoft/LightGBM#1085 (#1094)
Authored December 2, 2017
updated path to Miniconda with Python 3.4 (#1098)
Authored December 4, 2017
added note about max label in rank task (#1092)
Authored December 1, 2017
fix a silly bug.
Authored December 22, 2017
check num_boost_round in python/R package.
Authored December 24, 2017
Metric parameter doc fix (#1140)
Authored December 25, 2017
added NIPS 2017 paper to references in docs (#1111)
Authored December 11, 2017

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Top Contributors in v2.0.12

guolinke
wei-wang-790c
StrikerRUS
wxchan
mathcass
huanzhang12
Laurae2

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Release Notes Published

In addition to LightGBM software, this release is used to host some small artifacts used by this project's testing. These components are not LightGBM software:

  • OpenCL AMD App SDK for Linux
    • AMD-APP-SDKInstaller-v3.0.130.136-GA-linux64.tar.bz2
  • OpenCL AMD App SDK for Windows
    • AMD-APP-SDKInstaller-v3.0.130.135-GA-windows-F-x64.exe
  • Rtools (from here):
    • Rtools 3.5: rtools35-x86_64.exe
    • Rtools 4.0v2: rtools40v2-x86_64.exe
  • MiKTeX setup (from here)
    • miktexsetup-4.0-x64.exe
  • SWIG (from here)
    • swigwin-4.0.2.zip
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