Bestseller हिन्दी में

NumPy Linear Algebra Mastery

Master the math behind AI - NumPy Linear Algebra for next-gen ML careers!

4.6
Advance

Certificate of Completion

Complete this course and earn a verified certificate to showcase your achievement.

Verified & ShareableShare on LinkedIn, resume, or portfolio
QR Code VerificationEmployers can instantly verify online
Unique Certificate IDTamper-proof with unique serial number
Industry RecognisedAccepted by 500+ companies across India
Grow Up More
CERTIFICATE OF COMPLETION
This is to certify that
Your Name Here
has successfully completed
NumPy Linear Algebra Mastery
4 Modules

Course Curriculum

4 Modules · 10 Chapters · 10 Topics · 70 Sub-topics

01
Foundation
2 Chapters · 2 Topics · 11 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
02
Array Operations
3 Chapters · 3 Topics · 18 Sub-topics
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
Array Manipulation Part 1
1 Topics
Reshaping and Transforming Arrays
6 Sub-topics
Reshaping Arrays - reshape()
Flattening Arrays - flatten() and ravel()
Transposing Arrays
Swapping Axes
Adding Dimensions - np.newaxis
Squeezing Dimensions
03
Linear Algebra
2 Chapters · 2 Topics · 17 Sub-topics
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
04
Advanced Applications
3 Chapters · 3 Topics · 24 Sub-topics
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

Student Reviews

0.0 (0 reviews)
0.0
Course Rating
5
0%
4
0%
3
0%
2
0%
1
0%

No reviews yet. Be the first to review this course!

Frequently Asked Questions

No FAQs for this course yet.

Preview this course
₹3,499 ₹5,249 33% OFF
Lifetime access to all materials
Certificate of completion
Available in multiple languages
Access on mobile & desktop
7-Day Money-Back Guarantee Not satisfied? Get a full refund within 7 days, no questions asked. Zero risk.

Start Your Journey Today

Join thousands of students already mastering new skills. Enroll now and get instant access.

Request Callback