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NumPy Mathematical Computing

NumPy Mathematical Computing—Solve Complex Problems at Lightning Speed!

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Intermediate

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NumPy Mathematical Computing

4 Modules

Course Curriculum

4 Modules · 11 Chapters · 11 Topics · 84 Sub-topics

Introduction to NumPy

1 Topics

NumPy Fundamentals

5 Sub-topics

What is NumPy and Why Use It

Installing NumPy

Importing NumPy

NumPy vs Python Lists

Understanding ndarray Object

NumPy Array Fundamentals

1 Topics

Array Basics

6 Sub-topics

Creating 1D Arrays

Creating 2D Arrays

Creating 3D Arrays

Array Attributes - shape, size, ndim

Array Attributes - dtype and itemsize

Checking Array Type

Array Creation Methods

1 Topics

Array Creation Techniques

10 Sub-topics

Creating Arrays with np.array()

Creating Arrays with np.zeros()

Creating Arrays with np.ones()

Creating Arrays with np.empty()

Creating Arrays with np.full()

Creating Identity Matrices - np.eye() and np.identity()

Creating Arrays with np.arange()

Creating Arrays with np.linspace()

Creating Arrays with np.logspace()

Creating Arrays from Existing Data

Array Operations Part 1

1 Topics

Basic Array Operations

7 Sub-topics

Element-wise Addition

Element-wise Subtraction

Element-wise Multiplication

Element-wise Division

Floor Division and Modulo

Exponentiation

Square Root and Power Functions

Array Operations Part 2

1 Topics

Advanced Array Operations

5 Sub-topics

Comparison Operators

Logical Operations - AND, OR, NOT

Universal Functions (ufuncs) Overview

Unary ufuncs

Binary ufuncs

Mathematical Functions

1 Topics

NumPy Math Functions

10 Sub-topics

Trigonometric Functions - sin, cos, tan

Inverse Trigonometric Functions

Hyperbolic Functions

Rounding Functions - round, floor, ceil

Exponential and Logarithmic Functions

Absolute and Sign Functions

Minimum and Maximum Functions

Sum and Product Functions

Cumulative Sum and Product

Difference Function

Broadcasting

1 Topics

NumPy Broadcasting Mechanism

7 Sub-topics

Understanding Broadcasting Rules

Broadcasting with Scalars

Broadcasting 1D with 2D Arrays

Broadcasting Compatible Dimensions

Broadcasting Incompatible Arrays

Practical Broadcasting Examples

Broadcasting Best Practices

Linear Algebra with NumPy

1 Topics

Matrix Operations and Linear Algebra

10 Sub-topics

Matrix Multiplication - dot and matmul

Inner and Outer Products

Matrix Determinant

Matrix Inverse

Matrix Rank

Eigenvalues and Eigenvectors

Matrix Decomposition - SVD

Solving Linear Systems

Matrix Norms

Matrix Trace

Statistical Operations

1 Topics

Statistical Analysis with NumPy

8 Sub-topics

Mean, Median, and Mode

Standard Deviation and Variance

Percentiles and Quantiles

Correlation Coefficient

Covariance

Histogram Functions

Statistical Aggregations with Axis

Weighted Averages

Advanced Operations

1 Topics

Advanced NumPy Techniques

9 Sub-topics

Array Iteration - nditer

Custom Iteration Flags

Vectorization Techniques

Using np.vectorize()

Creating Custom ufuncs

Applying Functions - np.apply_along_axis()

Element-wise Conditionals - np.where() Advanced

Clipping Values - np.clip()

Replacing Values - np.nan_to_num()

Practical NumPy Applications

1 Topics

Real-world NumPy Usage

7 Sub-topics

Image Processing Basics

Signal Processing Operations

Time Series Analysis

Numerical Computing

Data Transformation Pipelines

Batch Processing

Scientific Computing Examples

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NumPy Mathematical Computing

Certificate of Completion

Course Curriculum

Student Reviews

Frequently Asked Questions

Start Your Journey Today

NumPy Mathematical Computing

Certificate of Completion

Course Curriculum

Student Reviews

Frequently Asked Questions

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