update boosted tree to latest version, remove outdated projects/contents

piushvaish · Oct 28, 2020 · 935acaa · 935acaa
1 parent 2a901e5
commit 935acaa
Show file tree

Hide file tree

Showing 107 changed files with 1,410 additions and 66,189 deletions.
diff --git a/README.md b/README.md
@@ -67,7 +67,6 @@ End to end project including data preprocessing, model building.
 - [Kaggle: Don't Get Kicked](https://www.kaggle.com/c/DontGetKicked): Predict if a car purchased at auction is a unfortunate purchase. [[folder](https://github.com/ethen8181/machine-learning/blob/master/projects/kaggle_dont_get_kicked/)]
 - [Kaggle: Rossman Store Sales](https://www.kaggle.com/c/rossmann-store-sales/): Predicting daily store sales. Also introduces deep learning for tabular data. [[folder](https://github.com/ethen8181/machine-learning/blob/master/projects/kaggle_rossman_store_sales/)]
 - [Kaggle: Quora Insincere Questions Classification](https://www.kaggle.com/c/quora-insincere-questions-classification/): Predicting insincere questions. [[folder](https://github.com/ethen8181/machine-learning/blob/master/projects/kaggle_quora_insincere/)]
-- mlutils: Machine learning utility function package [[folder](https://github.com/ethen8181/machine-learning/blob/master/projects/mlutils/)]
 
 ### ab tests
 

diff --git a/changelog.md b/changelog.md
@@ -8,6 +8,14 @@ The changelog will record what content was **changed** (e.g. changed an existing
 
 - Deep Learning for Tabular Data - PyTorch, PyTorch Lightning, ONNX Runtime. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/deep_learning/tabular/tabular.ipynb)][[html](http://ethen8181.github.io/machine-learning/deep_learning/tabular/tabular.html)]
 
+### Changed
+
+- Removed mlutils: Machine learning utility function package. A lot of its contents are not well-maintained, as a result, are already out-dated.
+- LightGBM API walkthrough and a discussion about categorical features in tree-based models. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/trees/lightgbm.ipynb)][[html](http://ethen8181.github.io/machine-learning/trees/lightgbm.html)]
+    - Upgrade LightGBM to 3.0.0, and deprecate out-dated content.
+- Xgboost API walkthrough (includes hyperparameter tuning via scikit-learn like API). [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/trees/xgboost.ipynb)][[html](http://ethen8181.github.io/machine-learning/trees/xgboost.html)]
+    - Upgrade XGBoost to 1.2.1, and deprecate out-dated content.
+
 ## [2020-09]
 
 ### Changed
@@ -295,12 +303,6 @@ Hosted html-version of all jupyter notebook on github pages.
     - Moved to its own tfidf folder.
     - Included the full tfidf implementation from scratch.
 
-## [2017-09]
-
-### Added
-
-- [Kaggle challenge](https://www.kaggle.com/c/DontGetKicked): Predict if a car purchased at auction is a unfortunate purchase. [[folder](https://github.com/ethen8181/machine-learning/blob/master/projects/data_challenge/)]
-
 ### Changed
 
 - Using built-in data structure and algorithm. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/python/python3_cookbook/1_data_structure.ipynb)]

diff --git a/deep_learning/tabular/tabular.html b/deep_learning/tabular/tabular.html
@@ -14705,10 +14705,10 @@ <h2 id="PyTorch-Lightning-Module">PyTorch Lightning Module<a class="anchor-link"
 
 
 
-<div id="8ba2eeb3-ab3a-44fc-b1aa-a60263703d0a"></div>
+<div id="b47e71ef-1cb0-4a93-bdb7-92f489bc6e77"></div>
 <div class="output_subarea output_widget_view ">
 <script type="text/javascript">
-var element = $('#8ba2eeb3-ab3a-44fc-b1aa-a60263703d0a');
+var element = $('#b47e71ef-1cb0-4a93-bdb7-92f489bc6e77');
 </script>
 <script type="application/vnd.jupyter.widget-view+json">
 {"model_id": "", "version_major": 2, "version_minor": 0}
@@ -14727,10 +14727,10 @@ <h2 id="PyTorch-Lightning-Module">PyTorch Lightning Module<a class="anchor-link"
 
 
 
-<div id="7df9dc9e-d08c-4082-84be-072761d29bb8"></div>
+<div id="65d3f51d-e1a5-499d-b96b-55a9b8fb32ca"></div>
 <div class="output_subarea output_widget_view ">
 <script type="text/javascript">
-var element = $('#7df9dc9e-d08c-4082-84be-072761d29bb8');
+var element = $('#65d3f51d-e1a5-499d-b96b-55a9b8fb32ca');
 </script>
 <script type="application/vnd.jupyter.widget-view+json">
 {"model_id": "227bfd219eb14e16ba68094793c8b787", "version_major": 2, "version_minor": 0}
@@ -14749,10 +14749,10 @@ <h2 id="PyTorch-Lightning-Module">PyTorch Lightning Module<a class="anchor-link"
 
 
 
-<div id="f20f62f4-9131-4d48-90bf-fb376b6cdb3c"></div>
+<div id="4cc0712e-9d4f-423d-b479-c46fe9d5c3d7"></div>
 <div class="output_subarea output_widget_view ">
 <script type="text/javascript">
-var element = $('#f20f62f4-9131-4d48-90bf-fb376b6cdb3c');
+var element = $('#4cc0712e-9d4f-423d-b479-c46fe9d5c3d7');
 </script>
 <script type="application/vnd.jupyter.widget-view+json">
 {"model_id": "", "version_major": 2, "version_minor": 0}
@@ -14771,10 +14771,10 @@ <h2 id="PyTorch-Lightning-Module">PyTorch Lightning Module<a class="anchor-link"
 
 
 
-<div id="8f938d22-d1e1-4933-93bf-41d9d996a232"></div>
+<div id="77e9e48d-9356-4894-87eb-de14ec9d21d6"></div>
 <div class="output_subarea output_widget_view ">
 <script type="text/javascript">
-var element = $('#8f938d22-d1e1-4933-93bf-41d9d996a232');
+var element = $('#77e9e48d-9356-4894-87eb-de14ec9d21d6');
 </script>
 <script type="application/vnd.jupyter.widget-view+json">
 {"model_id": "", "version_major": 2, "version_minor": 0}
@@ -14793,10 +14793,10 @@ <h2 id="PyTorch-Lightning-Module">PyTorch Lightning Module<a class="anchor-link"
 
 
 
-<div id="e5ca4066-6855-49c0-abc3-8972a40d3e00"></div>
+<div id="c56b2df5-a452-434a-8b03-ecee4143ced2"></div>
 <div class="output_subarea output_widget_view ">
 <script type="text/javascript">
-var element = $('#e5ca4066-6855-49c0-abc3-8972a40d3e00');
+var element = $('#c56b2df5-a452-434a-8b03-ecee4143ced2');
 </script>
 <script type="application/vnd.jupyter.widget-view+json">
 {"model_id": "", "version_major": 2, "version_minor": 0}
@@ -14815,10 +14815,10 @@ <h2 id="PyTorch-Lightning-Module">PyTorch Lightning Module<a class="anchor-link"
 
 
 
-<div id="e3af32e5-90cd-4af6-a572-43068fe6be49"></div>
+<div id="b11de501-5faf-4a79-8e00-376730b86a39"></div>
 <div class="output_subarea output_widget_view ">
 <script type="text/javascript">
-var element = $('#e3af32e5-90cd-4af6-a572-43068fe6be49');
+var element = $('#b11de501-5faf-4a79-8e00-376730b86a39');
 </script>
 <script type="application/vnd.jupyter.widget-view+json">
 {"model_id": "", "version_major": 2, "version_minor": 0}
@@ -14837,10 +14837,10 @@ <h2 id="PyTorch-Lightning-Module">PyTorch Lightning Module<a class="anchor-link"
 
 
 
-<div id="c177355a-90c7-4bb7-ad89-ccd815733cb1"></div>
+<div id="04ceef10-109d-43c2-b172-899a7c839c28"></div>
 <div class="output_subarea output_widget_view ">
 <script type="text/javascript">
-var element = $('#c177355a-90c7-4bb7-ad89-ccd815733cb1');
+var element = $('#04ceef10-109d-43c2-b172-899a7c839c28');
 </script>
 <script type="application/vnd.jupyter.widget-view+json">
 {"model_id": "", "version_major": 2, "version_minor": 0}
@@ -14859,10 +14859,10 @@ <h2 id="PyTorch-Lightning-Module">PyTorch Lightning Module<a class="anchor-link"
 
 
 
-<div id="a2b547ce-24c8-4c3b-a2e5-ed313fe41130"></div>
+<div id="1aeb76dc-d9b4-4165-b0ca-77a89350d5fa"></div>
 <div class="output_subarea output_widget_view ">
 <script type="text/javascript">
-var element = $('#a2b547ce-24c8-4c3b-a2e5-ed313fe41130');
+var element = $('#1aeb76dc-d9b4-4165-b0ca-77a89350d5fa');
 </script>
 <script type="application/vnd.jupyter.widget-view+json">
 {"model_id": "", "version_major": 2, "version_minor": 0}
@@ -14881,10 +14881,10 @@ <h2 id="PyTorch-Lightning-Module">PyTorch Lightning Module<a class="anchor-link"
 
 
 
-<div id="cd89a488-c755-424a-9984-62535af1796a"></div>
+<div id="6a9b50bc-16bb-401e-9210-e90bcb33b4ca"></div>
 <div class="output_subarea output_widget_view ">
 <script type="text/javascript">
-var element = $('#cd89a488-c755-424a-9984-62535af1796a');
+var element = $('#6a9b50bc-16bb-401e-9210-e90bcb33b4ca');
 </script>
 <script type="application/vnd.jupyter.widget-view+json">
 {"model_id": "", "version_major": 2, "version_minor": 0}
@@ -14903,10 +14903,10 @@ <h2 id="PyTorch-Lightning-Module">PyTorch Lightning Module<a class="anchor-link"
 
 
 
-<div id="a4e922b0-de13-4216-bbbe-103f028356d7"></div>
+<div id="2cf670a6-05b4-4545-9b12-24539d224085"></div>
 <div class="output_subarea output_widget_view ">
 <script type="text/javascript">
-var element = $('#a4e922b0-de13-4216-bbbe-103f028356d7');
+var element = $('#2cf670a6-05b4-4545-9b12-24539d224085');
 </script>
 <script type="application/vnd.jupyter.widget-view+json">
 {"model_id": "", "version_major": 2, "version_minor": 0}

diff --git a/projects/kaggle_dont_get_kicked/.gitignore b/projects/kaggle_dont_get_kicked/.gitignore
diff --git a/projects/kaggle_dont_get_kicked/LICENSE b/projects/kaggle_dont_get_kicked/LICENSE
diff --git a/projects/kaggle_dont_get_kicked/README.md b/projects/kaggle_dont_get_kicked/README.md
diff --git a/projects/kaggle_dont_get_kicked/requirements.txt b/projects/kaggle_dont_get_kicked/requirements.txt