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Python numpy

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    By - Sasikala

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Course Description

This course introduces Python NumPy (Numerical Python), one of the most powerful libraries for scientific computing and data analysis. Learners will understand how to create, manipulate, and analyze arrays efficiently using NumPy. The course covers array operations, indexing, slicing, mathematical functions, broadcasting, reshaping arrays, statistical analysis, and real-world numerical problem-solving. It is ideal for beginners, data analysts, programmers, and students who want to improve performance in data processing and mathematical computing.

Course Outcomes

By the end of this course, learners will be able to:

  1. Understand the fundamentals of NumPy and its importance in Python programming.
  2. Create and manipulate 1D, 2D, and multidimensional arrays.
  3. Perform array indexing, slicing, and reshaping operations.
  4. Apply mathematical and statistical functions using NumPy.
  5. Use broadcasting for efficient numerical computations.
  6. Handle matrix operations and linear algebra basics.
  7. Optimize data processing speed compared to standard Python lists.
  8. Build practical solutions for data analysis and scientific computing tasks.

Course Curriculum

  • 1 chapters
  • 33 lectures
  • 0 quizzes
  • N/A total length
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1 Python Numpy Tutorial For Beginners Introduction Installing numpy
6.57 Min


2 Python Numpy Tutorial For Beginners The N dimensional array ndarray
12.2 Min


3 Python NumPy Tutorial for Beginners Array indexing
9.32 Min


4 Python Numpy Tutorial For Beginners Negative indexing and ndim method
10.54 Min


5 Python Numpy Tutorial For Beginners Array Slicing
17.26 Min


6 Python NumPy Tutorial For Beginners Data Types
10.01 Min


7 Python NumPy Tutorial For Beginners NumPy Astype method
7.23 Min


8 Python NumPy Tutorial For Beginners NumPy Array Copy vs View
8.14 Min


9 Python NumPy Tutorial For Beginners NumPy Array Reshaping
8.02 Min


10 Python NumPy Tutorial For Beginners How to Manipulate Arrays NumPy Reshape Function Part 1
9.53 Min


11 Python NumPy Tutorial For Beginners How to Manipulate Arrays NumPy Reshape Function Part 2
6.55 Min


12 Python NumPy Tutorial For Beginners NumPy Matrix transpose Transpose of an Array in Python
7.06 Min


13 Python NumPy Tutorial For Beginners Flatten a Matrix in Python using NumPy
7.22 Min


14 Python NumPy Tutorial For Beginners How To Concatenate Arrays in NumPy numpy concatenate
9.28 Min


15 Python NumPy Tutorial For Beginners NumPy Sorting Arrays How to sort a Numpy Array in Python
8.43 Min


16 Python NumPy Tutorial For Beginners Iterating Numpy Arrays
7.08 Min


17 Python NumPy Tutorial For Beginners Iterate Down To Scalar in Numpy
7.48 Min


18 Python NumPy Tutorial For Beginners Numpy nditer Loop Through Numpy array
10.54 Min


19 Python NumPy Tutorial For Beginners NumPy Searching Arrays numpy where
5.46 Min


20 Python NumPy Tutorial For Beginners NumPy searchsorted method with Examples
12.23 Min


21 Python NumPy Tutorial For Beginners NumPy Filtering Data in Python with Boolean Indexes
8.25 Min


22 Python NumPy Tutorial For Beginners NumPy Direct Filtering
7.52 Min


23 Python NumPy Tutorial For Beginners How to Filter a NumPy Array Examples
10.1 Min


24 Python NumPy Tutorial For Beginners Numpy Mean Median Mode Standard Deviation in Python
11.18 Min


25 Python NumPy Tutorial For Beginners numpy arange numpy linspace
8.58 Min


26 Python NumPy Tutorial For Beginners ARRAYS OF ONES ONES and IDENTITY MATRICES
6.3 Min


27 Python NumPy Tutorial For Beginners Introduction to Random Numbers in NumPy
5.44 Min


28 Python NumPy Tutorial For Beginners numpy random rand How to use NumPy Random Function
4.47 Min


29 Python NumPy Tutorial For Beginners numpy random randn in Python
7.48 Min


30 Python NumPy Tutorial For Beginners numpy random randn in Python
6.38 Min


31 How to Use Python NumPy Random Function EXAMPLES
9.21 Min


32 Numpy Tutorial for beginners Numpy Permutation How to use np random permutation
5.53 Min


33 Install Anaconda Python Jupyter Notebook on MacOS
9.25 Min


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