I'll start #numpy this Monday for making myself good, Let's start learning Numpy. #Numerical_Python. #numpy_in_15_days.
Follow this #flow_chart #crack_Numpy
Day 1: Introduction to NumPy
What is NumPy?
Importance of NumPy in data science
Installing NumPy
Day 2: Creating arrays
Understanding array structure in NumPy
Creating arrays using NumPy
Converting lists to arrays
Creating arrays using built-in functions (zeros, ones, arange, linspace, etc.)
Day 3: Array Indexing and Slicing
Indexing arrays
Slicing arrays
Advanced indexing using Boolean arrays
Indexing with arrays of indices
Day 4: Array Operations
Basic mathematical operations
Broadcasting
Statistical operations (mean, median, standard deviation, etc.)
Day 5: Reshaping and Flattening arrays
Reshaping arrays
Flattening arrays
Transposing arrays
Day 6: Array Manipulation
Adding, deleting, and updating elements
Inserting and deleting rows and columns
Concatenating and splitting arrays
Day 7: I/O Operations with NumPy
Saving and loading arrays
Reading and writing CSV and text files
Working with HDF5 files
Day 8: NumPy Linear Algebra
Matrix operations
Solving linear equations
Eigenvalues and Eigenvectors
Singular Value Decomposition (SVD)
Day 9: NumPy Random Sampling
Generating random numbers
Sampling arrays
Permuting arrays
Day 10: NumPy Polynomials
Representing polynomials
Evaluation and roots of polynomials
Polynomial fitting
Day 11: NumPy Interpolation
Interpolating arrays
Spline Interpolation
Piecewise Polynomial Interpolation
Day 12: NumPy Signal Processing
Convolution
Correlation
Fast Fourier Transform (FFT)
Day 13: NumPy Optimization
Vectorization
Memory layout optimization
Profiling and debugging NumPy code
Day 14: NumPy Case Studies
Applying NumPy in image processing
Applying NumPy in audio processing
Applying NumPy in scientific computing
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Question 2: How to learn Numpy library in 15 working days?
Question 3: Which data we use to learn Numpy in Python?
Question 4: Data for Numpy in Python?
Question 5: Books use for learning numpy in python?
Question 6: Flowchart to follow for learning numpy library
of python in 15 days?
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