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Written Edition English Tutorial
Numpy Written Edition English Tutorial
Numpy Written Edition English Tutorial
Curriculum
16 Sections
120 Lessons
10 Weeks
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NumPy Tutorial
6
1.1
NumPy Home
1.2
MCQs for “NumPy Home in Python”
10 Minutes
4 Questions
1.3
NumPy – Introduction
1.4
MCQs for “Introduction to NumPy”
10 Minutes
4 Questions
1.5
NumPy – Environment
1.6
MCQs for “Installing and Verifying NumPy”
10 Minutes
4 Questions
NumPy Arrays
4
2.1
NumPy – Ndarray Object
2.2
MCQs for “NumPy ndarray”
10 Minutes
4 Questions
2.3
NumPy – Data Types
2.4
MCQs for “NumPy Data Types”
10 Minutes
4 Questions
NumPy Creating and Manipulating Arrays
22
3.1
NumPy – Array Creation Routines
3.2
MCQs for “NumPy Array Creation Routines”
10 Minutes
4 Questions
3.3
NumPy – Array Manipulation
3.4
MCQs for “NumPy Array Manipulation Routines”
10 Minutes
4 Questions
3.5
NumPy – Array From Existing Data
3.6
MCQs for “NumPy Array from Existing Data”
10 Minutes
4 Questions
3.7
NumPy – Array From Numerical Ranges
3.8
MCQs for “NumPy Array from Numerical Ranges”
10 Minutes
4 Questions
3.9
NumPy – Iterating Over Array
3.10
MCQs for “Iterating Over Array in NumPy”
10 Minutes
4 Questions
3.11
NumPy – Reshaping Arrays
3.12
MCQs for “Reshaping NumPy Array”
10 Minutes
4 Questions
3.13
NumPy – Concatenating Arrays
3.14
MCQs for “Concatenating NumPy Array”
10 Minutes
4 Questions
3.15
NumPy – Stacking Arrays
3.16
MCQs for “Stacking NumPy Array”
10 Minutes
4 Questions
3.17
NumPy – Splitting Arrays
3.18
MCQs for “Splitting NumPy Array”
10 Minutes
4 Questions
3.19
NumPy – Flattening Arrays
3.20
MCQs for “Flattening NumPy Array”
10 Minutes
4 Questions
3.21
NumPy – Transposing Arrays
3.22
MCQs for “Transposing NumPy Array”
10 Minutes
4 Questions
NumPy Indexing & Slicing
14
4.1
NumPy – Indexing & Slicing
4.2
MCQs for “NumPy Indexing and Slicing”
10 Minutes
4 Questions
4.3
NumPy – Indexing
4.4
MCQs for “Indexing in NumPy”
10 Minutes
4 Questions
4.5
NumPy – Slicing
4.6
MCQs for “Slicing in NumPy”
10 Minutes
4 Questions
4.7
NumPy – Advanced Indexing
4.8
MCQs for “Advanced Indexing in NumPy”
10 Minutes
4 Questions
4.9
Numpy – Fancy Indexing
4.10
MCQs for “Fancy Indexing in NumPy”
10 Minutes
4 Questions
4.11
NumPy – Field access
4.12
MCQs for “NumPy Field Access”
10 Minutes
4 Questions
4.13
NumPy – Slicing with Boolean Arrays
4.14
MCQs for “Slicing with Boolean Arrays in NumPy”
10 Minutes
4 Questions
NumPy Array Attributes & Operations
22
5.1
NumPy – Array Attributes
5.2
MCQs for “NumPy Array Attributes”
10 Minutes
4 Questions
5.3
NumPy – Array Shape
5.4
MCQs for “NumPy Array Shape”
10 Minutes
4 Questions
5.5
NumPy – Array Size
5.6
MCQs for “NumPy Array Size”
10 Minutes
4 Questions
5.7
NumPy – Array Strides
5.8
MCQs for “NumPy Array Strides”
10 Minutes
4 Questions
5.9
NumPy – Array Itemsize
5.10
MCQs for “NumPy Array Itemsize”
10 Minutes
4 Questions
5.11
NumPy – Broadcasting
5.12
MCQs for “NumPy Broadcasting”
10 Minutes
4 Questions
5.13
NumPy – Arithmetic Operations
5.14
MCQs for “NumPy Arithmetic Operations”
10 Minutes
4 Questions
5.15
NumPy – Array Addition
5.16
MCQs for “NumPy Array Addition”
10 Minutes
4 Questions
5.17
NumPy – Array Subtraction
5.18
MCQs for “NumPy Array Subtraction”
10 Minutes
4 Questions
5.19
NumPy – Array Multiplication
5.20
MCQs for “NumPy Array Multiplication”
10 Minutes
4 Questions
5.21
NumPy – Array Division
5.22
MCQs for “NumPy Array Division
10 Minutes
4 Questions
NumPy Advanced Array Operations
32
6.1
NumPy – Swapping Axes of Arrays
6.2
MCQs for “Swapping Axes of Arrays in NumPy”
10 Minutes
4 Questions
6.3
NumPy – Byte Swapping
6.4
MCQs for “Byte Swapping in NumPy”
10 Minutes
4 Questions
6.5
NumPy – Copies & Views
6.6
MCQs for “Copies vs. Views in NumPy”
10 Minutes
4 Questions
6.7
NumPy – Element-wise Array Comparisons
6.8
MCQs for “Element-wise Comparisons in NumPy”
10 Minutes
4 Questions
6.9
NumPy – Filtering Arrays
6.10
MCQs for “Filtering Arrays in NumPy”
10 Minutes
4 Questions
6.11
NumPy – Joining Arrays
6.12
MCQs for “Joining Arrays in NumPy”
10 Minutes
4 Questions
6.13
NumPy – Sort, Search & Counting Functions
6.14
MCQs for “Sorting, Searching, and Counting in NumPy”
10 Minutes
4 Questions
6.15
NumPy – Searching Arrays
6.16
MCQs for “Searching Arrays in NumPy”
10 Minutes
4 Questions
6.17
Mastering Union of Arrays in NumPy – A Fun Guide
6.18
MCQs for “Union of Arrays in NumPy”
10 Minutes
4 Questions
6.19
NumPy – Finding Unique Rows
6.20
MCQs for “Finding Unique Rows in NumPy Array”
10 Minutes
4 Questions
6.21
NumPy – Creating Datetime Arrays
6.22
MCQs for “Datetime Arrays in NumPy”
10 Minutes
4 Questions
6.23
NumPy – Binary Operators
6.24
MCQs for “Binary Operators in NumPy”
10 Minutes
4 Questions
6.25
NumPy – String Functions
6.26
MCQs for “String Functions in NumPy”
10 Minutes
4 Questions
6.27
NumPy – Matrix Library
6.28
MCQs for “The NumPy Matrix Library”
10 Minutes
4 Questions
6.29
NumPy – Linear Algebra
6.30
MCQs for “Linear Algebra in NumPy”
10 Minutes
4 Questions
6.31
NumPy – Matplotlib
6.32
MCQs for “NumPy and Matplotlib”
10 Minutes
4 Questions
NumPy Sorting and Advanced Manipulation
24
7.1
NumPy – Sorting Arrays
7.2
MCQs for “Sorting Arrays in NumPy”
10 Minutes
4 Questions
7.3
NumPy – Sorting Along an Axis
7.4
MCQs for “Sorting Along an Axis in NumPy”
10 Minutes
4 Questions
7.5
NumPy – Sorting with Fancy Indexing
7.6
MCQs for “Sorting with Fancy Indexing in NumPy”
10 Minutes
4 Questions
7.7
NumPy – Structured Arrays
7.8
MCQs for “Structured Arrays in NumPy”
10 Minutes
4 Questions
7.9
NumPy – Creating Structured Arrays
7.10
MCQs for “Creating Structured Arrays in NumPy”
10 Minutes
4 Questions
7.11
NumPy – Manipulating Structured Arrays
7.12
MCQs for “Manipulating Structured Arrays in NumPy”
10 Minutes
4 Questions
7.13
NumPy – Record Arrays
7.14
MCQs for “Record Arrays in NumPy”
10 Minutes
4 Questions
7.15
NumPy – Loading Arrays
7.16
MCQs for “Loading Arrays in NumPy”
10 Minutes
4 Questions
7.17
NumPy – Saving Arrays
7.18
MCQs for “Saving Arrays in NumPy”
10 Minutes
4 Questions
7.19
NumPy – Append Values to an Array
7.20
MCQs for “Append Values to an Arrays in NumPy”
10 Minutes
4 Questions
7.21
NumPy – Swap Columns of Array
7.22
MCQs for “Swapping Columns of Array in NumPy”
10 Minutes
4 Questions
7.23
NumPy – Insert Axes to an Array
7.24
MCQs for “Insert Axes to an Array in NumPy”
10 Minutes
4 Questions
NumPy Handling Missing Data
8
8.1
NumPy – Handling Missing Data
8.2
MCQs for “Handling Missing Data in Arrays”
10 Minutes
4 Questions
8.3
NumPy – Identifying Missing Values
8.4
MCQs for “Identifying Missing Values in Arrays”
10 Minutes
4 Questions
8.5
NumPy – Removing Missing Data
8.6
MCQs for “Removing Missing Data from Arrays”
10 Minutes
4 Questions
8.7
NumPy – Imputing Missing Data
8.8
MCQs for “Imputing Missing Data in Arrays”
10 Minutes
4 Questions
NumPy Performance Optimization
2
9.1
NumPy – Performance Optimization with Arrays
9.2
MCQs for “Performance Optimization with Arrays”
10 Minutes
4 Questions
Numpy Linear Algebra
26
10.1
NumPy – Linear Algebra
10.2
NumPy – Matrix Library
10.3
NumPy – Matrix Addition
10.4
MCQs for “Matrix Addition in NumPy”
10 Minutes
4 Questions
10.5
NumPy – Matrix Subtraction
10.6
MCQs for “Matrix Subtraction in NumPy”
10 Minutes
4 Questions
10.7
NumPy – Matrix Multiplication
10.8
MCQs for “Matrix Multiplication in NumPy”
10 Minutes
4 Questions
10.9
NumPy – Element-wise Matrix Operations
10.10
MCQs for “Element-wise Matrix Operations in NumPy”
10 Minutes
4 Questions
10.11
NumPy – Dot Product
10.12
MCQs for “Dot Product in NumPy “
10 Minutes
4 Questions
10.13
NumPy – Matrix Inversion
10.14
MCQs for “Matrix Inversion in NumPy”
10 Minutes
4 Questions
10.15
NumPy – Determinant Calculation
10.16
MCQs for “Matrix Determinant in NumPy”
10 Minutes
4 Questions
10.17
NumPy – Eigenvalues
10.18
MCQs for “Eigenvalues in NumPy”
10 Minutes
4 Questions
10.19
NumPy – Eigenvectors
10.20
MCQs for “Eigenvectors in NumPy”
10 Minutes
4 Questions
10.21
NumPy – Singular Value Decomposition
10.22
MCQs for “Singular Value Decomposition (SVD) in NumPy”
10 Minutes
4 Questions
10.23
NumPy – Solving Linear Equations
10.24
MCQs for “Solving Linear Equations in NumPy”
10 Minutes
4 Questions
10.25
NumPy – Matrix Norms
10.26
MCQs for “Matrix Norms in NumPy”
10 Minutes
4 Questions
NumPy Element-wise Matrix Operations
10
11.1
NumPy – Sum
11.2
MCQs for “Sum in NumPy”
10 Minutes
4 Questions
11.3
NumPy – Mean
11.4
MCQs for “Mean in NumPy”
10 Minutes
4 Questions
11.5
NumPy – Median
11.6
MCQs for “Median in NumPy”
10 Minutes
4 Questions
11.7
NumPy – Min
11.8
MCQs for “Min in NumPy”
10 Minutes
4 Questions
11.9
NumPy – Max
11.10
MCQs for “Max in NumPy”
10 Minutes
4 Questions
NumPy Set Operations
8
12.1
NumPy – Unique Elements
12.2
MCQs for “Unique Elements in NumPy”
10 Minutes
4 Questions
12.3
NumPy – Intersection
12.4
MCQs for “Intersection in NumPy”
10 Minutes
4 Questions
12.5
NumPy – Union
12.6
MCQs for “Union in NumPy”
10 Minutes
4 Questions
12.7
NumPy – Difference
12.8
MCQs for “Difference in NumPy”
10 Minutes
4 Questions
NumPy Random Number Generation
25
13.1
NumPy – Random Generator
13.2
MCQs for “NumPy Random Generator”
10 Minutes
4 Questions
13.3
NumPy – Permutations and Shuffling
13.4
MCQs for “Permutations and Shuffling in NumPy”
10 Minutes
4 Questions
13.5
NumPy – Uniform Distribution
13.6
MCQs for “Uniform Distribution in NumPy”
10 Minutes
4 Questions
13.7
NumPy – Normal Distribution
13.8
MCQs for “Normal Distribution in NumPy”
10 Minutes
4 Questions
13.9
NumPy – Binomial Distribution
13.10
MCQs for “Binomial Distribution in NumPy”
10 Minutes
4 Questions
13.11
NumPy – Poisson Distribution
13.12
MCQs for “Poisson Distribution in NumPy”
10 Minutes
4 Questions
13.13
NumPy – Exponential Distribution
13.14
MCQs for “Exponential Distribution in NumPy”
10 Minutes
4 Questions
13.15
NumPy – Rayleigh Distribution
13.16
MCQs for “Rayleigh Distribution in NumPy”
10 Minutes
4 Questions
13.17
NumPy – Logistic Distribution
13.18
MCQs for “Logistic Distribution in NumPy”
10 Minutes
4 Questions
13.19
NumPy – Pareto Distribution
13.20
MCQs for “Pareto Distribution in NumPy”
10 Minutes
4 Questions
13.21
NumPy – Visualize Distributions With Seaborn
13.22
MCQs for “Visualizing Distributions with Seaborn”
10 Minutes
4 Questions
13.23
NumPy – Matplotlib
13.24
MCQs for “NumPy and Matplotlib”
10 Minutes
4 Questions
13.25
NumPy – Multinomial Distribution
NumPy File Input & Output
8
14.1
I/O with NumPy
14.2
MCQs for “I/O with NumPy”
10 Minutes
4 Questions
14.3
NumPy – Reading Data from Files
14.4
MCQs for “File Reading in NumPy”
10 Minutes
4 Questions
14.5
NumPy – Writing Data to Files
14.6
MCQs for “Writing Data to Files with NumPy”
10 Minutes
4 Questions
14.7
NumPy – File Formats Supported
14.8
MCQs for “File Formats in NumPy”
10 Minutes
4 Questions
NumPy Mathematical Functions
11
15.1
NumPy – Mathematical Functions
15.2
MCQs for “NumPy Mathematical Functions”
10 Minutes
4 Questions
15.3
NumPy – Trigonometric Functions
15.4
MCQs for “NumPy Trigonometric Functions”
10 Minutes
4 Questions
15.5
NumPy – Exponential Functions
15.6
MCQs for “NumPy Exponential Functions”
10 Minutes
4 Questions
15.7
NumPy – Logarithmic Functions
15.8
MCQs for “NumPy Logarithmic Functions”
10 Minutes
4 Questions
15.9
NumPy – Hyperbolic Functions
15.10
MCQs for “NumPy Hyperbolic Functions”
10 Minutes
4 Questions
15.11
NumPy – Rounding Functions
NumPy Fourier Transforms
13
16.1
NumPy – Discrete Fourier Transform
16.2
NumPy – Discrete Fourier Transform
16.3
MCQs for “NumPy Discrete Fourier Transform”
10 Minutes
4 Questions
16.4
NumPy – Fast Fourier Transform
16.5
MCQs for “NumPy Fast Fourier Transform”
10 Minutes
4 Questions
16.6
NumPy – Inverse Fourier Transform
16.7
MCQs for “NumPy Inverse Fourier Transform”
10 Minutes
4 Questions
16.8
NumPy – Fourier Series and Transforms
16.9
MCQs for “NumPy Fourier Series and Transforms”
10 Minutes
4 Questions
16.10
NumPy – Signal Processing Applications
16.11
MCQs on NumPy Signal Processing
10 Minutes
4 Questions
16.12
NumPy – Convolution
16.13
MCQ for NumPy Convolution
10 Minutes
4 Questions
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