Machine Learning Training in Dubai – ML Algorithms, Deep Learning & MLOps

SoftPro9 runs Machine Learning Engineering training as live online batches, with a centre in Bank Street Building on Khalid Bin Al Waleed Road, near BurJuman Metro where you can meet a counsellor and enrol.

  • Covers: Python, NumPy, pandas, scikit-learn, XGBoost, LightGBM, CatBoost, Optuna and more
  • Mode: Live online, with a counselling centre near BurJuman Metro
  • New batches: Every Monday and Thursday; GST (UAE) slots 8:30 AM / 7:30 PM / 10 PM
  • Duration: 20–24 weeks at 10–12 hours a week, including a production capstone
  • Fee: The current fee is listed on the Machine Learning Engineering course page: /course/machine-learning-ml-training-course. Any cloud ML certification exam is optional and paid directly to the exam provider.
  • Batch size: Up to 15 learners
  • Practice: GPU-enabled cloud notebooks, MLflow tracking server and your own GitHub repositories

Last updated: 28 October 2026

Machine Learning course in Dubai: basic to advanced

Dubai's airlines, retailers and banks use ML for demand forecasting, pricing and fraud, and the free zones host growing ML teams. The course is split into three levels. You can join at the level that matches your experience after a short assessment at counselling.

Basic

Maths and ML foundations

  • Python, NumPy and pandas for ML work
  • Linear algebra: vectors, matrices, dot products, eigenvectors
  • Calculus for ML: derivatives, gradients and gradient descent
  • Probability, distributions and Bayes' theorem
  • The ML workflow: train/validation/test splits, bias and variance
  • Linear and logistic regression built from scratch, then with scikit-learn
  • Evaluation metrics: RMSE, precision, recall, F1, ROC-AUC

Dubai practice: 5% UAE VAT in invoice and sales datasets.

Intermediate

Algorithms and model building

  • Decision trees, random forests and ensembles
  • Gradient boosting with XGBoost, LightGBM and CatBoost
  • Support vector machines and k-nearest neighbours
  • Clustering (k-means, DBSCAN, hierarchical) and PCA
  • Feature engineering, encoding, scaling and pipelines
  • Hyperparameter tuning with grid search and Optuna
  • Imbalanced data, cross-validation strategies and data leakage
  • Recommender systems: collaborative filtering and matrix factorisation

Dubai practice: Arabic text and right-to-left (RTL) layouts in web and NLP exercises.

Advanced

Deep learning and MLOps

  • Neural networks and backpropagation with PyTorch
  • CNNs for images and sequence models for text and time series
  • Transfer learning and fine-tuning pretrained models
  • Time-series forecasting with ML and deep learning
  • Model explainability (SHAP) and fairness checks
  • MLOps: experiment tracking with MLflow, data versioning with DVC
  • Serving models with FastAPI and Docker; batch versus real-time inference
  • Monitoring drift and retraining; intro to Kubernetes, AWS SageMaker and Google Vertex AI

Dubai practice: Sunday–Thursday vs Monday–Friday working weeks in time-based analysis.

Who joins from Dubai

  • Accountants and admin staff in trading companies who want a technical role
  • Free-zone tech employees upskilling for promotion
  • Job seekers on visit or residence visas building a portfolio

Roles it typically leads to in Dubai

  • Machine-learning engineer
  • ML / MLOps engineer
  • Data scientist (modelling-focused)
  • Applied ML engineer
  • Computer-vision or recommender-systems engineer

Freshers usually start in junior or support versions of these roles.

Machine Learning Engineering – full course details and fee →

Tools you will use

Every tool below is used hands-on in class or in a project, not just mentioned on a slide.

  • Python
  • NumPy
  • pandas
  • scikit-learn
  • XGBoost
  • LightGBM
  • CatBoost
  • Optuna
  • PyTorch
  • TensorFlow / Keras
  • SHAP
  • MLflow
  • DVC
  • FastAPI
  • Docker
  • Kubernetes (intro)
  • AWS SageMaker
  • Google Vertex AI
  • Git & GitHub
  • Jupyter

Projects you will build

  1. A credit-risk model with tuned gradient boosting, SHAP explanations and a fairness check

  2. A product recommender system evaluated against a popularity baseline

  3. An image classifier fine-tuned from a pretrained CNN

  4. A capstone model served through a FastAPI endpoint in Docker, with MLflow tracking and drift monitoring

  5. Dubai project: An airline-style demand forecasting model for Dubai routes by season, using data and conventions from the UAE.

Upcoming Dubai Machine Learning batches

New batches start every Monday and Thursday, with no more than 15 learners in each. Weekday class slots in GST (UAE): 8:30 AM / 7:30 PM / 10 PM. Weekend slots: 9 AM / 9 PM.

Evening UAE-time slots fit office hours; weekend batches work for both Saturday–Sunday and Friday–Saturday weekends.

Start dateCourseModeBatch size
Thu, 29 Oct 2026Machine Learning (all levels)Live onlineUp to 15
Mon, 2 Nov 2026Machine Learning (all levels)Live onlineUp to 15
Thu, 5 Nov 2026Machine Learning (all levels)Live onlineUp to 15
Mon, 9 Nov 2026Machine Learning (all levels)Live onlineUp to 15

Message us with the start date and slot you want, and we will confirm your seat.

Reserve on WhatsApp

Machine learning in brief

Machine learning is the part of AI where software learns patterns from data instead of following hand-written rules. A trained model can score a loan application, recommend a product, flag a faulty part or forecast demand, and it improves as it sees more data.

This course goes deeper into the engineering side than a general data science course: how algorithms work under the hood, how to tune and validate them properly, and how to ship, monitor and retrain models in production with MLOps tools such as MLflow, DVC, Docker and cloud ML platforms.

Why machine learning skills matter in the UAE

Dubai is the commercial hub of the Gulf: trading and re-export companies, airlines and logistics, real estate, retail, banking and a fast-growing technology and AI sector in Dubai Internet City, Dubai Silicon Oasis and DIFC. Government digital programmes have also pushed demand for developers and data professionals.

Who hires in Dubai

  • Free-zone technology companies

    Dubai Internet City, Dubai Silicon Oasis and DIFC host regional headquarters, startups and fintechs.
  • Trading, logistics and aviation

    Jebel Ali, the airports and the trading houses run large operations with heavy analytics needs.
  • Real estate and retail

    Developers, brokers and malls that need web platforms, CRM and sales dashboards.
  • Banking and government

    Banks and government entities modernising services and building data teams.

UAE context you will work with

Generic courses use generic datasets, and interviewers notice. Our exercises include:

  • AED pricing and multi-currency (AED/USD) data
  • 5% UAE VAT in invoice and sales datasets
  • Arabic text and right-to-left (RTL) layouts in web and NLP exercises
  • Sunday–Thursday vs Monday–Friday working weeks in time-based analysis
  • Data-protection basics under the UAE PDPL

How to choose the right Machine Learning track

Your backgroundStart withWhy
Software developerFull courseYour engineering habits are what MLOps needs
Data analyst with PythonAlgorithms, then MLOpsMove from reporting to models that run in production
Engineering / maths graduateFull courseThe maths module will be a quick refresher
New to programmingPython firstML assumes you are comfortable writing Python
Mainly interested in ChatGPT-style appsArtificial Intelligence courseThat course focuses on LLMs, RAG and agents

Common pairings: Machine Learning + Python (if you are new to coding), Machine Learning + Artificial Intelligence (for generative AI roles), and Machine Learning + DevOps (for MLOps-heavy roles). Learn one course well before adding a second.

From course to first role: a realistic path

  1. Master the maths and ml foundations before moving on.

  2. Build and publish your projects, including the Dubai capstone.

  3. Apply for entry roles such as machine-learning engineer or ml / mlops engineer with employers like the free-zone technology companies above.

Honest note: freshers usually start in junior or trainee roles, and salaries in Dubai vary too widely for a headline figure. Ask us which openings we are seeing.

Machine Learning certification: what we cover and what we issue

There is no single official machine-learning certification. Cloud vendors run optional exams such as AWS Certified Machine Learning Engineer – Associate, Google Cloud Professional Machine Learning Engineer and Microsoft Azure Data Scientist Associate (DP-100); they are paid directly to the vendor and are not part of our fee. SoftPro9 issues a course completion certificate. Employers mainly judge ML candidates on deployed projects and how well they explain their modelling choices.

What to check before choosing a Machine Learning institute in Dubai

  • A 2026 syllabus: look for Docker, Kubernetes (intro), AWS SageMaker, Google Vertex AI, not only the basics.

  • Projects on your own accounts, a trainer you can meet first, and a published fee with nothing hidden.

  • No "global certification" or "100% placement" claims: vendors run their own exams, and nobody can promise a job.

How our Machine Learning classes work

  • Counselling centre in Dubai

    Meet a counsellor, enrol and get support at our Dubai centre by appointment. Classes themselves are live online.
  • Live, with recordings and reviews

    Live sessions in GST (UAE), recordings for revision, and project reviews from the trainer. GPU-enabled cloud notebooks, MLflow tracking server and your own GitHub repositories.
  • Interview preparation

    Mock interviews, resume reviews and referrals to Dubai and remote openings we hear about. We do not guarantee a job.

Machine Learning training across Dubai: which option suits your area

AreaWhereMost learners choose
Bur Dubai, Karama, DeiraNear the centreLive online; visit for counselling
Business Bay, Downtown, DIFCCentral DubaiLive online, evening slots after work
Dubai Marina, JLT, Internet CityNew DubaiLive online
Silicon Oasis, Al Qusais, International CityEast DubaiLive online, weekend batches

Classes are live online in UAE time; the BurJuman centre is for counselling, enrolment and support by appointment.

Visit our Dubai centre

SoftPro9 IT Services – Dubai
The Business Center, Office 202, Bank Street Building, Khalid Bin Al Waleed Road, Dubai

Phone: +91 95354 51414

Getting here

Bank Street Building is on Khalid Bin Al Waleed Road in Bur Dubai, a short walk from BurJuman Metro station, where the Red and Green lines meet.

Visit by appointment – message us on WhatsApp to book a counselling slot

Get directions

Machine Learning training in Dubai: frequently asked questions

How much does Machine Learning training cost in Dubai?

The current training fee is listed on the Machine Learning Engineering course page: /course/machine-learning-ml-training-course. It covers live classes, the practice environment, projects and interview preparation. Any cloud ML certification exam is optional, not included, and paid directly to the exam provider.

How is this different from the Data Science course?

Data Science covers the whole workflow from analysis to modelling and communication. Machine Learning goes deeper into algorithms, tuning and putting models into production with MLOps.

How much maths do I need?

School-level maths is enough to start. We teach the linear algebra, calculus and probability that ML relies on, with code and intuition rather than proofs.

Do you cover MLOps?

Yes. You track experiments with MLflow, version data with DVC, serve models with FastAPI and Docker, and monitor drift.

Do I need a GPU?

No. Deep-learning exercises run in GPU-enabled cloud notebooks we provide.

Are classes in UAE time?

Yes. Slots are set in GST (UAE time), including evening and weekend options for people working full time.

Can I meet someone in person in Dubai?

Yes. Book a counselling slot at our centre in Bank Street Building, near BurJuman Metro, through WhatsApp.

When does the next batch start?

New Machine Learning batches start every Monday and Thursday. See the batch table on this page for the next dates and GST (UAE) class slots.

Do you guarantee placement?

No. We provide interview preparation, resume help and referrals to openings we hear about in Dubai, but no institute can honestly guarantee a job.

Talk to us about your Machine Learning course

Tell us your degree, your current job (if any) and where in Dubai you are. We will suggest a track and a batch that fits.