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NumPy Statistical Analysis

Transform data into insights with NumPy statistical power!

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Intermediate

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NumPy Statistical Analysis

4 Modules

Course Curriculum

4 Modules · 10 Chapters · 10 Topics · 77 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

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

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

Random Number Generation

1 Topics

Random Numbers and Distributions

10 Sub-topics

Understanding Random Seed

Random Integer Generation

Random Float Generation

Random Choice and Sampling

Random Permutations and Shuffling

Normal Distribution

Uniform Distribution

Binomial and Poisson Distributions

Custom Distribution Sampling

Random Generator Object (new API)

Working with NaN and Inf

1 Topics

Handling Special Values

7 Sub-topics

Understanding NaN and Inf

Detecting NaN Values - np.isnan()

Detecting Inf Values - np.isinf()

NaN-aware Aggregations

Removing NaN Values

Filling NaN Values

NaN Propagation Rules

Advanced Indexing Part 1

1 Topics

Boolean and Integer Indexing

6 Sub-topics

Boolean Indexing Basics

Boolean Masks with Conditions

Multiple Boolean Conditions

Integer Array Indexing

Fancy Indexing with 1D Arrays

Fancy Indexing with 2D Arrays

Sorting and Searching

1 Topics

Sorting and Finding Elements

8 Sub-topics

Sorting Arrays - np.sort()

Sorting Along Axis

Indirect Sorting - np.argsort()

Partial Sorting - np.partition()

Searching Arrays - np.searchsorted()

Finding Unique Elements

Finding Non-zero Elements

Finding Maximum and Minimum Indices

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 Statistical Analysis

Certificate of Completion

Course Curriculum

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NumPy Statistical Analysis

Certificate of Completion

Course Curriculum

Student Reviews

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