CDS Video Series | Section 04: Supervised and Unsupervised Learning
Course Curriculum
Supervised and Unsupervised Learning: Video Lesson
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Supervised and Unsupervised Learning: Intuition
10:49 -
Supervised and Unsupervised Learning: Hands-on
34:15 -
Simple Linear Regression: Intuition
16:52 -
Simple Linear Regression: Hands-on
13:04 -
Random Forest Regression: Intuition
07:37 -
Random Forest Regression: Hands-on
10:37 -
Decision Tree Regression: Intuition
05:01 -
Decision Tree Regression: Hands-on
07:03 -
AdaBoost: Intuition
06:59 -
AdaBoost: Hands-on
04:51 -
ARIMA: Intuition
09:48 -
ARIMA: Hands-on
07:57 -
Decision Tree Classification: Intuition
07:19 -
Decision Tree Classification: Hands-on
07:40 -
Exponential Smoothing: Intuition
11:45 -
Exponential Smoothing: Hands-on
12:02 -
Gradient Boosting: Intuition
05:56 -
Gradient Boosting: Hands-on
08:18 -
Hierarchical Clustering: Intuition
05:39 -
Hierarchical Clustering: Hands-on
05:15 -
KNN Regression: Intuition
05:27 -
KNN Regression: Hands-on
07:49 -
KNN Classification: Intuition
07:29 -
KNN Classification: Hands-on
06:28 -
KMeans: Intuition
13:00 -
KMeans: Hands-on
05:21 -
Lasso Ridge ElasticNet: Intuition
10:55 -
Lasso Ridge ElasticNet: Hands-on
14:01 -
Logistic Regression: Intuition
08:56 -
Logistic Regression: Hands-on
10:09 -
Multiple Linear Regression: Intuition
08:43 -
Multiple Linear Regression: Hands-on
10:54 -
Moving Average: Intuition
08:17 -
Moving Average: Hands-on
07:02 -
Naive Bayes Classification: Intuition
07:52 -
Naive Bayes Classification: Hands-on
05:43 -
Principal Component Analysis: Intuition
04:53 -
Principal Component Analysis: Hands-on
08:08 -
Polynomial Regression: Intuition
04:03 -
Polynomial Regression: Hands-on
05:20 -
Random Forest Classification: Intuition
07:26 -
Random Forest Classification: Hands-on
06:54 -
SARIMA: Intuition
04:07 -
SARIMA: Hands-on
05:03 -
Support Vector Machine Regression: Intuition
04:28 -
Support Vector Machine Regression: Hands-on
08:20 -
Support Vector Machine Classification: Intuition
05:39 -
Support Vector Machine Classification: Hands-on
07:58 -
XGBoost: Intuition
05:40 -
XGBoost: Hands-on
05:38
Supervised and Unsupervised Learning: Handout Notes
Links to the Python notebooks
Assessment
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