About Data Science with Python
Data Science with Python Foundation Training and Certification
Benefits
For Individuals
- Gain confidence working with real‑world data by exploring and uncovering insights using pandas, helping you make smarter, evidence‑based decisions.
- Build practical machine learning skills as you learn to train and evaluate models with scikit‑learn—making you more effective in data‑driven roles.
- Choose the right algorithm for the right problem, improving your ability to solve business challenges efficiently and deliver high‑quality analytical results.
- Handle complex datasets with ease through mastering essential techniques such as scaling, encoding, and imputing—skills that employers value highly.
- Work like a professional data scientist by applying best practices in data wrangling and model building, boosting both the quality and reliability of your analyses.
For Organizations
- Faster, better decisions across teams - Employees who can perform exploratory data analysis (EDA) with pandas surface trends and risks earlier, enabling quicker, evidence‑based decisions and reducing time spent debating opinions.
- Higher ROI from data initiatives - Staff trained to train and evaluate ML models with scikit‑learn can prototype and validate ideas internally, cutting reliance on external vendors and accelerating time‑to‑value for analytics projects.
- Solutions that fit real business problems - The ability to select the right algorithm and performance metric means teams solve the actual business question, improving operational outcomes and stakeholder trust.
- More reliable pipelines, fewer data blockers - Mastery of scaling, encoding, and imputing improves data quality and model stability, reducing defects in production and lowering unplanned engineering rework.
- Consistent, repeatable analytics practices - Applying best practices for data wrangling and model building establishes shared standards, improving collaboration across data, product, and engineering—and making models easier to audit and maintain.
Useful links
Useful links
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Data Science with Python Training and Certification
SFIA
This APMG certification has been informally mapped against the SFIA Framework to indicate the skills that are addressed and referenced by the certification. Although it is not yet possible to claim this digital badge, the indicative skills can be used to plan your professional development through assessing the skills you have and the skills you need for the role you want.
knowledge
Foundation
Generic attribute Knowledge up to level 3, Data Science up to level 3, Machine Learning up to level 3, Data Visualisation up to level 4
Same as above
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FAQs
If you booked your exam directly with us, you will have 12 months to sit your exam which cannot be extended. If your exam was booked by a Training Organization, then you will need to reach out to them directly to request an extension to your expiry date.
- The structure of the examinations depends on the level of certification.
- Generally, entry-level examinations (Foundation Certifications) have a range of 40 minutes to 60 minutes to complete a multiple-choice exam, which may include 40 to 60 questions.
- Practitioner examinations can range from 90 minutes to 120 minutes with an average of 80 complex multiple-choice questions.
- The required score to pass an examination varies from one certification to another. You can find more information listed on the product page under exam details, to learn more about a particular examination.
- Most training providers include the exams with their courses.
- Self-study candidates can book and take the exam online from anywhere, with a proctor monitoring via webcam, microphone and desktop.
- After booking, you'll receive a registration email to schedule your session through the Candidate Portal, with exams available 24/7.
PMI Professional Development Units (PDUs) are either: Education or Giving Back to the Profession. You can earn PMI Education PDUs by attending non-PMI provider courses if they align with the PMI Talent Triangle® skill areas. Visit the PMI website for details on PDUs, how to record them and required documentation.
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Unfortunately, no. Only Accredited Training Organizations and their registered partners are authorized to use these logos. If you do not fall under these categories and would like to request permission to use the logo, please contact the APMG-International Service Desk (servicedesk@apmg-international.com).
However, successful candidates are able to share and display their digital badge publicly.
Some certifications do not require training in order to take the exam however, for most certifications, training is advised.
For some certifications individuals also have the option to self-study in preparation for the exam and, when they are ready, can even take the exam from the comfort of their home or office.
You can find details of our self-study exams, available to purchase, via our public exams portal.
Most, if not all, of our certifications come with at least one Sample Exam to help participants prepare for their exam. Access to the Sample Exams can be located on our website.
If you are sitting the examination through an Accredited Training Organization, the cost of the exam is generally included in the course fee. Please ensure you confirm with your training provider that the exam is included in these costs.
If you have selected a self-study option, please note that APMG-International uses a global pricing model for all exams. The examination fees for candidates attending a public exam centre are determined by the location where the exams are administered.
To find out the costs in your region, please refer to our examination portal or contact the APMG-International Service Desk (servicedesk@apmg-international.com).
Candidates will be able to claim their digital badge and electronic certificate from the APMG Candidate Portal within two business days of their exam result being issued.