📚 Numpy Mastery 2024: From Basics to Advanced 🚀 | Create, Operate, and Master Numpy Arrays! | Full Python Tutorial
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INTRODUCTION
0:00:00 - Introduction of Numpy.
0:02:54 - Why we Use Numpy Over Python List.
0:07:14 - Applications of Numpy.
HOW TO CREATE NUMPY ARRAY
0:10:05 - Create 1D 2D 3D Numpy array.
0:12:59 - Create numpy array with custom data type.
0:14:25 - Create numpy array with arange function.
0:16:21 - Reshape the numpy array.
0:18:44 - Create Zeros Ones Random array.
0:21:06 - Create array Using linspace.
NUMPY ARRAY ATTRIBUTES
0:23:16 - Find the dimension of array.
0:26:26 - Find the Shape and Size of the array.
0:28:32 - Find the Itemsize of the array.
0:33:04 - Find the datatype and change the datatype of an array.
NUMPY ARRAY OPERATION
0:35:09 - Scalar Operation of numpy array.
0:38:11 - Relational Operation of numpy array.
0:40:32 - Vector Operation of numpy array.
NUMPY ARRAY FUNCTION
0:42:41 - Understanding the Axis and Sum Min Max.
0:48:08 - Finding Mean Median Variance of Numpy Array.
0:51:39 - Dot product of an Numpy array.
0:56:14 - Finding Log and exponent of an array.
0:57:09 - Understanding round floor ceil in numpy.
INDEXING AND SLICING IN NUMPY ARRAY
1:03:42 - What is the Indexing and Slicing.
1:06:23 - Indexing on 2D array and 3D numpy array.
1:10:57 - Slicing in 1D and 2D Numpy array.
1:18:40 - Slicing in 3D Numpy array.
ITERATION OF NUMPY ARRAY
1:25:15 - Iterating 1D array.
1:26:28 - Iterating 2D array.
1:28:43 - Iterating 3D array.
RESHAPING OF NUMPY ARRAY
1:31:06 - Reshaping of numpy array.
1:33:18 - Transpose the numpy array.
1:35:24 - Converting N D array to 1 D array using ravel.
JOINING TWO ARRAY
1:36:48 - How to Join to array.
1:40:39 - Code for Joining two array using stacking.
SPLITTING TWO ARRAY
1:43:00 - Splitting an array.
1:45:45 - Code for Splitting an array.
1:50:05 - Searching in Numpy Array.
1:56:05 - Sorting a Numpy Array.
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