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4-Day Instructor-Led Programme
Learn practical machine learning with Python, covering data preparation, feature engineering, model training, and evaluation. Build a repeatable ML workflow using practical scenarios and mentor-led labs with clear, evidence-based results.
Duration
4 Days
Price
$2,199
(was $2,499)
Pricing applies to the current cohort only. Book now to secure this rate.

Machine Learning with Python is a practical programme for learners who want to build usable ML skills, not just follow notebooks. You will learn how ML work is delivered in real teams: framing the problem, preparing data properly, creating a baseline, and improving results through structured iteration.
Delivered in a mentor-led format, the course uses practical scenarios such as churn prediction, risk scoring, demand forecasting, and customer segmentation. You will practise feature engineering habits, avoid common pitfalls like leakage, select meaningful metrics, and build models that can be explained and trusted.
By the end of the programme, you will be able to deliver an end-to-end ML workflow in Python, communicate results clearly, and produce handover-ready artefacts that support deployment or further engineering. This course is ideal for learners building confidence before moving into professional AI engineering or data science pathways.
Build end-to-end ML workflows in Python using realistic datasets and troubleshooting drills.
Mentor-led walkthroughs, model review clinics, and feedback on workflow quality and decisions.
Practical ML capability for analytics teams and junior applied ML roles.
Design ML solutions aligned to objectives.
Analyse datasets for quality and leakage.
Implement feature engineering and pipelines.
Evaluate models using meaningful metrics.
Communicate results with clear evidence.
Lead baseline delivery with iteration planning.
Basic Python familiarity (notebooks, functions).
Comfort working with spreadsheets or CSVs.
Helpful: basic statistics understanding.
Step-by-step learning journey from basics to professional practice
Master these in-demand skills through hands-on practice
A clear view of the roles this programme supports, what typically comes next, and where learners progress over time
Deliver a baseline model with clear metrics, error analysis, and an iteration plan.
Choose the learning format that works best for you and your team
Instructor-Led Training
Join live instructor-led sessions from anywhere. Interactive, engaging, and flexible.
Price per person
Group enrolments and early planning options available.
All prices are exclusive of VAT where applicable. Group enrolments and custom packages available on request.
Not everyone learns best in a group. If you want focused guidance, faster clarity, and confidence you can use on the job, our 1-to-1 Fast-Track Training gives you private, mentor-led support tailored to your experience and goals.
"Many learners choose 1-to-1 when they want understanding, not memorisation."
Everything you need to know about the certification exams
This is an industry-aligned skills programme. There is no external exam. Learners receive an Xcademia Certificate of Completion upon meeting participation and completion requirements.
Everything you need to know about this course
No. This programme is aligned to industry ML foundations rather than a specific vendor exam.
Take the next step in your professional development