Init

7 files changed, 34 insertions, 36 deletions

diff --git a/SI/.obsidian/plugins/obsidian-tasks-plugin/data.json b/SI/.obsidian/plugins/obsidian-tasks-plugin/data.json
index 034cc10..df9f194 100644
--- a/SI/.obsidian/plugins/obsidian-tasks-plugin/data.json
+++ b/SI/.obsidian/plugins/obsidian-tasks-plugin/data.json
@@ -57,7 +57,8 @@
   },
   "debugSettings": {
     "ignoreSortInstructions": false,
-    "showTaskHiddenData": false
+    "showTaskHiddenData": false,
+    "recordTimings": false
   },
   "loggingOptions": {
     "minLevels": {
diff --git a/SI/.obsidian/plugins/recent-files-obsidian/data.json b/SI/.obsidian/plugins/recent-files-obsidian/data.json
index 624675b..5944c9e 100644
--- a/SI/.obsidian/plugins/recent-files-obsidian/data.json
+++ b/SI/.obsidian/plugins/recent-files-obsidian/data.json
@@ -1,6 +1,22 @@
 {
   "recentFiles": [
     {
+      "basename": "Machine Learning",
+      "path": "Resource/Data Science/Machine Learning/Machine Learning.md"
+    },
+    {
+      "basename": "Gradient descent",
+      "path": "Resource/Data Science/Machine Learning/Contents/Gradient descent.md"
+    },
+    {
+      "basename": "Classification",
+      "path": "Resource/Data Science/Machine Learning/Contents/Classification.md"
+    },
+    {
+      "basename": "Bias and Variance",
+      "path": "Resource/Data Science/Machine Learning/Contents/Bias and Variance.md"
+    },
+    {
       "basename": "SAA",
       "path": "Resource/AWS/SAA.md"
     },
@@ -9,10 +25,6 @@
       "path": "Dashboard.md"
     },
     {
-      "basename": "Machine Learning",
-      "path": "Resource/Data Science/Machine Learning/Machine Learning.md"
-    },
-    {
       "basename": "MySQL",
       "path": "Resource/Data Science/SQL/MySQL/MySQL.md"
     },
@@ -25,18 +37,6 @@
       "path": "Resource/Templates/Notes/todo-daily-note.md"
     },
     {
-      "basename": "Bias and Variance",
-      "path": "Resource/Data Science/Machine Learning/Contents/Bias and Variance.md"
-    },
-    {
-      "basename": "Classification",
-      "path": "Resource/Data Science/Machine Learning/Contents/Classification.md"
-    },
-    {
-      "basename": "Gradient descent",
-      "path": "Resource/Data Science/Machine Learning/Contents/Gradient descent.md"
-    },
-    {
       "basename": "Hyperparameter",
       "path": "Resource/Data Science/Machine Learning/Contents/Hyperparameter.md"
     },
diff --git a/SI/.obsidian/workspace.json b/SI/.obsidian/workspace.json
index f90ea83..2fa578b 100644
--- a/SI/.obsidian/workspace.json
+++ b/SI/.obsidian/workspace.json
@@ -13,8 +13,8 @@
             "state": {
               "type": "markdown",
               "state": {
-                "file": "Resource/AWS/SAA.md",
-                "mode": "preview",
+                "file": "Resource/Data Science/Machine Learning/Machine Learning.md",
+                "mode": "source",
                 "backlinks": false,
                 "source": true
               }
@@ -96,7 +96,7 @@
             "state": {
               "type": "outline",
               "state": {
-                "file": "Resource/AWS/SAA.md"
+                "file": "Resource/Data Science/Machine Learning/Machine Learning.md"
               }
             }
           },
@@ -143,23 +143,26 @@
       "templates:Insert template": true,
       "canvas:Create new canvas": false,
       "table-editor-obsidian:Advanced Tables Toolbar": false,
+      "obsidian-excalidraw-plugin:Create new drawing": false,
       "homepage:Open homepage": false,
+      "templater-obsidian:Templater": false,
       "dbfolder:Create a new database table": false,
+      "darlal-switcher-plus:Open in Headings Mode": false,
+      "darlal-switcher-plus:Open Symbols for the active editor": false,
       "obsidian-textgenerator-plugin:Generate Text!": false,
       "obsidian-textgenerator-plugin:Text Generator: Templates Packages Manager": false,
       "periodic-notes:Open today": false,
       "obsidian-to-anki-plugin:Obsidian_to_Anki - Scan Vault": false,
-      "janitor:Janitor: scan vault": false,
-      "darlal-switcher-plus:Open in Headings Mode": false,
-      "darlal-switcher-plus:Open Symbols for the active editor": false,
-      "templater-obsidian:Templater": false,
-      "obsidian-excalidraw-plugin:Create new drawing": false
+      "janitor:Janitor: scan vault": false
     }
   },
   "active": "3d54370a0282bec3",
   "lastOpenFiles": [
-    "Dashboard.md",
+    "Resource/Data Science/Machine Learning/Contents/Gradient descent.md",
+    "Resource/Data Science/Machine Learning/Contents/Classification.md",
+    "Resource/Data Science/Machine Learning/Contents/Bias and Variance.md",
     "Resource/AWS/SAA.md",
+    "Dashboard.md",
     "Resource/Data Science/Machine Learning/Machine Learning.md",
     "Resource/AWS",
     "Resource/Data Science/SQL/MySQL/MySQL.md",
@@ -201,9 +204,6 @@
     "Spaces/Home/Resource/Fundamentals of Data Mining/Content/variants.md",
     "Spaces/Home/Resource/Fundamentals of Data Mining/Content/pattern discovery.md",
     "Spaces/Home/Resource/Fundamentals of Data Mining/Content/mixted types of attributes.md",
-    "Spaces/Home/Resource/Fundamentals of Data Mining/Content/internal.md",
-    "Spaces/Home/Resource/Fundamentals of Data Mining/Content/external.md",
-    "Spaces/Home/Resource/Fundamentals of Data Mining/Content/clustering evaluation.md",
     "Untitled.canvas"
   ]
 }
\ No newline at end of file
diff --git a/SI/Resource/Data Science/Machine Learning/Contents/Bias and Variance.md b/SI/Resource/Data Science/Machine Learning/Contents/Bias and Variance.md
index 938bf62..1a59925 100644
--- a/SI/Resource/Data Science/Machine Learning/Contents/Bias and Variance.md
+++ b/SI/Resource/Data Science/Machine Learning/Contents/Bias and Variance.md
@@ -7,7 +7,6 @@ tags:
 - Machine-Learning
 - Bias-and-Variance 
 ---
-
 # Bias
 
 ## Training Data (80~90%) vs. Test Data (10~20%)
@@ -42,4 +41,4 @@ tags:
 		  1. train data $\uparrow$
 		  2. bias error $\downarrow$ and variance error $\uparrow$
 		  3. cost $\uparrow$
-	- [[Regularization]] loss function
\ No newline at end of file
+	- [[Regularization]] loss function
diff --git a/SI/Resource/Data Science/Machine Learning/Contents/Classification.md b/SI/Resource/Data Science/Machine Learning/Contents/Classification.md
index 12c125e..d3b908d 100644
--- a/SI/Resource/Data Science/Machine Learning/Contents/Classification.md
+++ b/SI/Resource/Data Science/Machine Learning/Contents/Classification.md
@@ -7,11 +7,10 @@ tags:
 - Machine-Learning
 - Classification
 ---
-
 # Classification
 
 Classification in the context of machine learning and statistics is a type of supervised learning approach where the output variable is a category, such as "spam" or "not spam", or "disease" and "no disease". In classification, an algorithm is trained on a dataset of labeled examples, learning to associate input data points with the corresponding category label. Once trained, the model can then categorize new, unseen data points.
 
 1. Input: Continuous (float), Discrete (categorical), etc.
 2. Output: Discrete (categorical)
-3. Model types: Binary - [[Sigmoid]], polynomial - [[softmax]]
\ No newline at end of file
+3. Model types: Binary - [[Sigmoid]], polynomial - [[softmax]]
diff --git a/SI/Resource/Data Science/Machine Learning/Contents/Gradient descent.md b/SI/Resource/Data Science/Machine Learning/Contents/Gradient descent.md
index fdf8905..6d047a1 100644
--- a/SI/Resource/Data Science/Machine Learning/Contents/Gradient descent.md
+++ b/SI/Resource/Data Science/Machine Learning/Contents/Gradient descent.md
@@ -7,7 +7,6 @@ tags:
 - Machine-Learning 
 - Gradient-descent 
 ---
-
 # Gradient Descent
 
 - Update parameters that minimize values of loss functions 
@@ -18,4 +17,4 @@ tags:
 
 1. Find the derivative of the loss function at the current parameters. 
 2. Update parameters in the opposite direction of the derivative 
-3. Repeat steps 1 and 2 as many epochs (hyperparameter) until the differential value becomes 0.
\ No newline at end of file
+3. Repeat steps 1 and 2 as many epochs (hyperparameter) until the differential value becomes 0.
diff --git a/SI/Resource/Data Science/Machine Learning/Machine Learning.md b/SI/Resource/Data Science/Machine Learning/Machine Learning.md
index b1de1e3..0e1d5bc 100644
--- a/SI/Resource/Data Science/Machine Learning/Machine Learning.md
+++ b/SI/Resource/Data Science/Machine Learning/Machine Learning.md
@@ -11,7 +11,7 @@ Machine Learning (ML) is a subset of artificial intelligence (AI) that focuses o
 
 ## Machine
 
-Ma chine is a model or a function derived from data given by human
+Machine is a model or a function derived from data given by human
 
 ## Learning