Supervised Learning
Supervised Machine Learning
This course includes
48 articles
1h 42m reading time
51 videos • 13 hr 38 mins
Linear Regression
83 Topics, Read: 30 mins, 16 Videos: 4 hr 26 mins
Meaning of 'Linear'
Open
4 topics • Read: 2 mins • 1 video: 20 mins
Meaning of 'Regression'
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0 topics • Read: 1 min • 1 video: 6 mins
Linear Regression
Open
11 topics • Read: 6 mins • 3 videos: 1 hr 0 mins
Probabilistic Interpretation
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8 topics • Read: 3 mins • 1 video: 28 mins
Convex Function
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3 topics • Read: 1 min • 1 video: 12 mins
Gradient Descent
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12 topics • Read: 3 mins • 2 videos: 30 mins
Polynomial Regression
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4 topics • Read: 1 min • 1 video: 12 mins
Data Splitting
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6 topics • Read: 2 mins • 1 video: 14 mins
Cross Validation
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4 topics • Read: 2 mins • 1 video: 10 mins
Bias Variance Tradeoff
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8 topics • Read: 2 mins • 1 video: 17 mins
Regularization
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10 topics • Read: 3 mins • 1 video: 22 mins
Regression Metrics
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6 topics • Read: 2 mins • 1 video: 17 mins
Assumptions
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7 topics • Read: 2 mins • 1 video: 12 mins Logistic Regression
36 Topics, Read: 9 mins, 5 Videos: 1 hr 22 mins
Binary Classification
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7 topics • Read: 2 mins • 1 video: 19 mins
Log Loss
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12 topics • Read: 3 mins • 1 video: 27 mins
Regularization
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4 topics • Read: 1 min • 1 video: 15 mins
Log Odds
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5 topics • Read: 1 min • 1 video: 9 mins
Probabilistic Interpretation
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8 topics • Read: 2 mins • 1 video: 10 mins K Nearest Neighbors
23 Topics, Read: 8 mins, 4 Videos: 1 hr 7 mins
KNN Introduction
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4 topics • Read: 2 mins • 1 video: 11 mins
KNN Optimizations
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6 topics • Read: 2 mins • 1 video: 24 mins
Curse Of Dimensionality
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8 topics • Read: 3 mins • 1 video: 21 mins
Bias Variance Tradeoff
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5 topics • Read: 1 min • 1 video: 9 mins Decision Tree
82 Topics, Read: 32 mins, 16 Videos: 3 hr 56 mins
Decision Trees Introduction
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5 topics • Read: 2 mins • 1 video: 16 mins
Purity Metrics
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6 topics • Read: 2 mins • 1 video: 18 mins
Decision Trees For Regression
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3 topics • Read: 2 mins • 1 video: 10 mins
Regularization
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7 topics • Read: 2 mins • 1 video: 15 mins
Bagging
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6 topics • Read: 2 mins • 1 video: 19 mins
Random Forest
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5 topics • Read: 2 mins • 1 video: 15 mins
Extra Trees
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5 topics • Read: 2 mins • 1 video: 14 mins
Boosting
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4 topics • Read: 1 min • 1 video: 8 mins
AdaBoost
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4 topics • Read: 2 mins • 1 video: 14 mins
Gradient Boosting Machine
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6 topics • Read: 3 mins • 1 video: 28 mins
GBDT Algorithm
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7 topics • Read: 2 mins • 1 video: 15 mins
Advanced GBDT Algorithms
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4 topics • Read: 1 min • 1 video: 4 mins
XgBoost
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5 topics • Read: 2 mins • 1 video: 15 mins
LightGBM
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5 topics • Read: 2 mins • 1 video: 8 mins
CatBoost
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5 topics • Read: 2 mins • 1 video: 10 mins Support Vector Machine
43 Topics, Read: 16 mins, 7 Videos: 2 hr 2 mins
SVM Intro
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3 topics • Read: 1 min • 1 video: 9 mins
Hard Margin SVM
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6 topics • Read: 2 mins • 1 video: 14 mins
Soft Margin SVM
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7 topics • Read: 2 mins • 1 video: 22 mins
Primal Dual Equivalence
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8 topics • Read: 3 mins • 1 video: 24 mins
Kernel Trick
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9 topics • Read: 3 mins • 1 video: 19 mins
RBF Kernel
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4 topics • Read: 2 mins • 1 video: 15 mins
Support Vector Regression
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6 topics • Read: 3 mins • 1 video: 16 mins Naive Bayes'
17 Topics, Read: 7 mins, 3 Videos: 42 mins
Naive Bayes Intro
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6 topics • Read: 3 mins • 1 video: 20 mins
Naive Bayes Issues
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5 topics • Read: 2 mins • 1 video: 11 mins
K Nearest Neighbors (KNN)