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
FAQs
Since 2018, we are no longer registered for AXELOS qualifications and are unable to provide the certificates.
If you received your AXELOS qualification before this time, you can contact customer service and upon providing your candidate number, ask if a copy of your certificate still exists in our system.
Alternatively, you can reach out to IT PeopleCert directly with this request quoting your candidate number.
If you do not have your candidate number, we can provide it to you. Additionally, we are happy to provide a letter of verification for any exams sat with us.
Your training organization specified that they wish to view candidate results before releasing. If you would like your results sooner, you may contact your ATO directly and request your results that way. After they have released them, you will be able to create/view your Digital Badge and download your Digital Certificate in your Credly account in the Certificates section of your portal.
Your results will be processed 6 to 12 hours after your exam. You will receive an email confirming your achievement and inviting you to the Candidate Portal where you can see your official result. From there, you can create your account in Credly.com and access your digital badge and certificate.
To appeal your result, email a written request with supporting evidence to customerservice@apmgroup.co.uk. We will review your appeal and respond. See APMG’s policies for details on the full appeals process.
If you feel you had issues during your exam, you may submit an appeal to customerservice@apmgroup.co.uk. We will review your appeal and respond. See APMG’s policies for details on the full appeals process.
Using a company device in which you do not have administrative rights and access to download additional software tends to cause issues when sitting your exam via ProctorU, as outlined in the Candidate Guidance Agreement.
If you wish to sit your exam via ProctorU again, you will need to pay a reschedule fee of £32 (which you can do in the Candidate Portal) before you can select a new date and time.
Alternatively, you can reschedule your exam via our AIPP service, where you can take your exam over Zoom without downloading any additional software. Please note there are fewer exam slots available through AIPP.
Full details of our Proctoring options can be found on our Proctoring Page.
- Provisional results: After completing the Foundation examination, candidates may receive provisional results either orally from the invigilator or on-screen at the end of an online exam.
- Official results: Once processed, official results, including a PDF breakdown of marks by syllabus area, are available in the APMG Candidate Portal. Results are issued as the total number of marks achieved.
- Processing time: Exam papers are usually marked immediately after the exam. APMG formally processes and confirms results via the Candidate Portal within 2 working days of receiving completed papers.
- Outstanding payments: In exceptional cases, results may be withheld until full payment has been received.
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Any request for additional time will need to be provided in writing to customerservice@apmgroup.co.uk. We will need to see evidence of your diagnosed condition in the form of a medical report, signed by a medical practitioner.
If this is not available, or your condition was diagnosed a long time ago, then any statement from an employer, line manager or Occupation Health advisor will be sufficient.
If no recommendations regarding the length of time to be added to the exam is evident in the documents supplied, then we apply 25% additional time to the exam.
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