Certified Artificial Intelligence Practitioner (CAIP) is a 5-day instructor-led training and certification course that teaches participants how to apply machine learning (ML) to solve real business problems. Designed for professionals with experience in Python and data analysis, this course follows a structured machine learning workflow from data preparation to deployment. Participants will build models using regression, classification, clustering, SVMs, decision trees, random forests, and neural networks — all while integrating ethical practices and privacy considerations. Aligned with CertNexus AIP-110, it is ideal for AI/ML practitioners, analysts, and developers ready to level up.
Build and evaluate ML models (regression, classification, clustering, ANN, etc.)
Use structured ML workflows and data pipelines
Deploy solutions responsibly with ethics and privacy in mind
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Public Classes: The price shown already includes the incredible 31% discount PLUS an additional RM 68 OFF!
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Private In-House Classes: The price displayed already reflects the fantastic 31% discount PLUS an additional RM 2025 OFF! The training venue is at the employer's premises.
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Important Note: All prices shown are training fees ONLY and are exclusive of Sales and Service Tax (SST). The applicable SST will be added to your total.
From Dataset to Deployment — Learn End-to-End AI Model Development
Master ML algorithms, workflows, and ethics in one of the industry’s most comprehensive applied AI certifications.
Data analysts, Python developers, and ML engineers
Professionals looking to build AI solutions for real-world applications
Participants preparing for the CertNexus CAIP (AIP-110) certification
Build supervised and unsupervised ML models (regression, classification, clustering)
Train decision trees, random forests, support-vector machines, and neural networks
Use data visualization and statistical techniques to refine datasets
Tune and optimize models using cross-validation and regularization
Incorporate ML models into real business solutions and pipelines
Promote data privacy and mitigate ethical risks in AI systems
Prepare for and sit for the CertNexus CAIP (AIP-110) certification exam
Module 1: AI/ML for Business Problem Solving — workflows, model framing, toolsets
Module 2: Data Collection & Refinement — statistics, visualization, ETL, data prep
Module 3: Training & Tuning — cross-validation, bias-variance trade-off, hyperparameter tuning
Module 4: Model Finalization & Deployment — real-world integration, visualization, business handover
Module 5: Linear Regression — regularized, iterative models
Module 6: Classification — binary, multi-class, performance metrics
Module 7: Clustering — k-Means, hierarchical, silhouette analysis
Module 8: Decision Trees & Random Forests — pruning, hyperparameters, ensemble learning
Module 9: SVM — linear & kernel-based, regression, classification
Module 10: Neural Networks — MLP, CNN, backpropagation, activation functions
Module 11: Ethics & Data Privacy — anonymization, bias mitigation, AI policy
FAQs
Is this course suitable for non-developers?
It’s ideal for professionals with some programming and data background — especially in Python.
What’s the difference between CAIP and AIBIZ?
AIBIZ is conceptual and short; CAIP is technical and hands-on, suitable for serious practitioners.
Will I build real models?
Yes. You’ll build, tune, and test models across regression, classification, clustering, and neural networks.
Is the CAIP exam included?
The course prepares you for the exam. Exam voucher options can be added upon request.
Can my company claim this under HRDC?
Yes. This course is fully claimable under HRDC in Malaysia.
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