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Skill-Level Certifications
Use the W3Schools Certification Program to show and confirm your skills. The exams are adaptive, starting at intermediate and moving to professional and advanced levels. When you pass, you earn theCertified NumPy Developer Certification.
Our platform offers certification exams right at your fingertips, and you’ll see your results immediately, so you know exactly where you stand. These industry-recognized certificates help you stand out and give you a head start in your career.
This course includes the exam.
By enrolling, you’ll receive all the materials and guidance you need to prepare for and pass the test.
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Numpy Course and Certification
Learn NumPy with this course and understand how to work with numerical data in Python. NumPy is essential for scientific computing.
This course contains reading materials, quizzes, and exercises that end with a final exam and certification.
The Exam is included in this certificate course.
You have three attempts to pass the test or improve your score. Your highest score will always be recorded.

Learning Outcomes
- Understand the basic structure of NumPy arrays.
- Create and manipulate arrays efficiently.
- Perform mathematical operations on arrays.
- Apply array indexing and slicing.
- Use array functions and methods.
- Perform array reshaping and stacking.
- Work with random number generation.
- Apply linear algebra operations.
- Create efficient numerical computations.
Industry recognized certification to your LinkedIn profile, resume, or CV.
Complete the exam at your own pace. The exams have no expiration date.
W3Schools is trusted by over 75 million learners and companies every month.

Benefits of NumPy Certificate:
- Get better chances at landing jobs in NumPy Development.
- Stand out from other candidates
- The Certificate proves you have mastered the fundamental skills of NumPy Development, which builds trust with potential employers.
- Showcase your skills on your resume, LinkedIn and other social media.
- Become more attractive in the job market
Overview of the Training Modules
| Topic | Description |
|---|---|
| NumPy HOME | Introduction to NumPy and overview of the course content |
| NumPy Intro | Learn what NumPy is and its key features |
| NumPy Getting Started | Set up and get started with NumPy |
| NumPy Creating Arrays | Learn how to create arrays in NumPy |
| NumPy Array Indexing | Access elements in NumPy arrays |
| NumPy Array Slicing | Slice arrays to get subsets of data |
| NumPy Data Types | Work with different data types in NumPy |
| NumPy Copy vs View | Understand the difference between copies and views |
| NumPy Array Shape | Explore the shape of arrays |
| NumPy Array Reshape | Change the shape of arrays |
| NumPy Array Iterating | Iterate through elements in arrays |
| NumPy Array Join | Join multiple arrays into one |
| NumPy Array Split | Split arrays into multiple sub-arrays |
| NumPy Array Search | Search for elements in arrays |
| NumPy Array Sort | Sort elements in arrays |
| NumPy Array Filter | Filter elements based on conditions |
| Random Intro | Learn about generating random data |
| Data Distribution | Understand different data distributions |
| Random Permutation | Shuffle data with permutations |
| Seaborn Module | Visualize data distributions with Seaborn |
| Normal Distribution | Generate data using normal distribution |
| Binomial Distribution | Work with binomial distributions |
| Poisson Distribution | Generate data with Poisson distribution |
| Uniform Distribution | Learn about uniform distribution |
| Logistic Distribution | Work with logistic distributions |
| Multinomial Distribution | Learn about multinomial distribution |
| Exponential Distribution | Generate data using exponential distribution |
| Chi Square Distribution | Work with Chi Square distribution |
| Rayleigh Distribution | Learn about Rayleigh distribution |
| Pareto Distribution | Generate data with Pareto distribution |
| Zipf Distribution | Work with Zipf distribution |
| ufunc Intro | Introduction to universal functions |
| ufunc Create Function | Create custom universal functions |
| ufunc Simple Arithmetic | Perform arithmetic operations |
| ufunc Rounding Decimals | Round decimal values |
| ufunc Logs | Calculate logarithms |
| ufunc Summations | Perform summations of elements |
| ufunc Products | Calculate products of elements |
| ufunc Differences | Find differences between elements |
| ufunc Finding LCM | Find the least common multiple |
| ufunc Finding GCD | Find the greatest common divisor |
| ufunc Trigonometric | Perform trigonometric operations |
| ufunc Hyperbolic | Work with hyperbolic functions |
| ufunc Set Operations | Perform set operations on arrays |
W3Schools has been a leading authority in web development education
for over 20 years, providing comprehensive resources and training for developers
worldwide. This recognition and credibility within the industry make our certifications in demand.

Prepare for a career in NumPy
- Prepare for a career in NumPy
- Earn your NumPy certificate from W3Schools, tailored to your skill level.
- Showcase your expertise in using NumPy for complex mathematical operations and data analysis in Python.
- Qualify for high-demand job titles such as:
Data Scientist, Data Analyst, and Machine Learning Engineer.
Course overview
| Course fee: | $95 |
| Course level: | Beginner |
| Time to complete: | 21 hours |
| Course Format: | Self paced |
| Language: | English |
| Prerequisites: | None |
| Exam and Certification: | Included |
| Number of certificates: | 1 |
| Certificate name: | Certified NumPy Developer |
| Exam format: | Multiple choice |
| Certification skill level: | Intermediate (40%), Advanced (75%) and Professional (90%) |
| Certification Expiration: | Never |
Frequently asked questions:
What is the difference between a course and a certificate?
When you complete the course requirements, including the final exam, you will get a certification of completion. Getting a certificate proves your commitment to improving your skills.
Tip: If you are confident in your skills already and have followed the free tutorials you can also enrol directly to complete the final exam for the same certification here:https://campus.w3schools.com/collections/certifications
Our certificates are not meant to replace formal higher education but provide a cheaper, convenient way of documenting your skills. We cannot guarantee that the certifications will get you a job. We would recommend that you work on a portfolio showcasing your skills that you can present during interviews. Your portfolio, in addition to certificates, will help any employer to judge your skills and commitment.
How long time does it take to access the exam?
There is no waiting time. Immediately after completing your purchase you are sent an email link which gives you instant access to the exam.
What are the certificate levels?
There are three different levels: intermediate, advanced and professional.
Intermediate is 40%, Advanced is 75%, and Professional is 90%.
How many exam attempts do I have?
You have 3 attempts per exam. You can choose when to take each attempt. If you don't pass, you can study and take it again at your convenience.
Can I take the exam online?
All our exams are taken online with multiple choice questions. You do not need to be physically present.
How long does the certificate last?
The certificate never expires. You don't need to renew it.
How can I verify the authenticity of my certificate from W3Schools?
The certificate will be issued in your name, and its authenticity can be verified through W3Schools by using the unique link or QR code provided with it.
Do you offer payment plans?
Yes! If you are not satisfied with your purchase on W3Schools Campus, you can get your money back within 14 days from the day of your purchase.
It's simple. If you are not 100% satisfied with the course, you can get your money back, as long as no exam attempts are used.
Our refund policy.
Do you offer payment plans?
Yes, W3Schools offers payment plans to make our paid courses, exams and certificates more affordable. You can choose between a 3-month or 6-month payment plan to spread the cost of your course over several months. This allows you to manage your finances more easily. Read more here:
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