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Session 13 - Numpy Fundamentals | Data Science Mentorship Program (DSMP) 2022-23 | Free Session
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Data Science Mentorship Program (DSMP) 2022-23
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Time Stamp
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0:00 Start
3:07 Week Plan
6:20 Session-13 Start
7:04 NumPy Theory
📝Creating Arrays
16:58 Creating NumPy Array. np.Array()
20:46 Creating NumPy Array with Data Type
23:29 Creating NumPy Array using np.Arange() and .reshape()
33:00 Creating Arrays summary
36:55 📝 NumPy Array Attributes
37:55 ndim
38:50 shape
40:44 size
41:31 itemsize
43:46 dtype
45:16 Doubts
47:43 Changing Datatype - astype
52:20 Array Operations
53:20 Scalar Operation
55:58 Vector Operation
59:08 📝NumPy Array Functions
1:00:52 Max/Min/Sum/Prod
1:03:49 Mean, Median, Standard Deviation, Variance, Trigo
1:05:19 Arrays Dot Product
1:08:44 Log and Exp function
1:09:16 Round, Floor, Ceil
1:13:48 Indexing Slicing
1:41:50 Iteration on NumPy Array
1:46:24 Reshaping - Transpose, Ravel
1:49:55 Stacking - vstack, hstack
1:54:22 Splitting - hsplit, vsplit
1:58:36 Session Fast Recap
----------------------------------------------------------------------------------------------------------------------------------------------
-------------------------------------------------------------------------------------------------------------------------------------------------------
------------------------------------------------------------------------------------------------------------------------------------------------------
-------------------------------------------------------------------------------------------------------------------------------------------------------
Time Stamp
--------------------
0:00 Start
3:07 Week Plan
6:20 Session-13 Start
7:04 NumPy Theory
📝Creating Arrays
16:58 Creating NumPy Array. np.Array()
20:46 Creating NumPy Array with Data Type
23:29 Creating NumPy Array using np.Arange() and .reshape()
33:00 Creating Arrays summary
36:55 📝 NumPy Array Attributes
37:55 ndim
38:50 shape
40:44 size
41:31 itemsize
43:46 dtype
45:16 Doubts
47:43 Changing Datatype - astype
52:20 Array Operations
53:20 Scalar Operation
55:58 Vector Operation
59:08 📝NumPy Array Functions
1:00:52 Max/Min/Sum/Prod
1:03:49 Mean, Median, Standard Deviation, Variance, Trigo
1:05:19 Arrays Dot Product
1:08:44 Log and Exp function
1:09:16 Round, Floor, Ceil
1:13:48 Indexing Slicing
1:41:50 Iteration on NumPy Array
1:46:24 Reshaping - Transpose, Ravel
1:49:55 Stacking - vstack, hstack
1:54:22 Splitting - hsplit, vsplit
1:58:36 Session Fast Recap
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