In this video, I have explained the following things:
00:00 - 02:00: What is supervised Learning?
02:00 - 05:20: What is Simple Linear Regression
05:20 - 06:45: Assumption of simple linear regression
06:46 - 11:12: Estimating the coeficient
11:13 - 13:27: Interpretation of regression coefficient.
13:28 : 13:51: Model Evaluation in regression
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https://www.youtube.com/watch?v=lqqww5YgZYg