AI & Data Science
Machine Learning, Deep Learning & AI Mastery
A flagship program covering the full machine-learning and deep-learning stack: regression, classification, clustering, neural networks, computer vision and NLP, finished with model deployment and a portfolio of industry projects.
Skills you'll gain
PythonFeature engineeringRegression & classificationClusteringReinforcement learningNLPDeep learningCNNsEnsemble learningMLOps
Curriculum
13 modules · tap any module to expand.
Foundations of Artificial Intelligence
Introduction to AI & MLReal-world AI applicationsML workflowIndustry use cases
Programming for Machine Learning
Python fundamentalsData types, functions & OOPEssential AI librariesEnvironment setup
Data Preparation & Feature Engineering
Preprocessing in Python & RHandling missing dataFeature scalingCleaning & transformation
Regression Modelling
Linear, multiple & polynomial regressionSupport vector regressionDecision-tree & random-forest regressionModel evaluation
Classification Algorithms
Logistic regressionSVMKNNDecision-tree & random-forest classificationNaive Bayes
Unsupervised Learning & Clustering
K-MeansHierarchical clusteringCluster evaluation
Association Rule Mining
Apriori & ECLATMarket basket analysisRecommendation systems
Reinforcement Learning
Agent & environmentRewards & policiesRL workflow
Natural Language Processing
Text processingSentiment analysisText classification
Deep Learning Foundations
Artificial neural networksActivation functionsForward & back-propagation
Computer Vision with CNNs
Convolutional neural networksImage classificationFeature extraction
Model Optimisation & MLOps
Dimensionality reductionEnsemble learningModel deploymentMonitoring & maintenance
Capstone & Career Readiness
End-to-end ML projectAI career roadmapInterview preparation
Career paths
- Machine Learning Engineer
- Data Scientist
- AI Engineer
- Computer Vision Engineer
- MLOps Engineer
- AI Consultant
Projects you'll build
- Customer churn prediction
- Sales forecasting
- Sentiment analysis engine
- Image classification model
- Fraud detection system
Not sure if this is the right fit?
Book a free counselling call and we'll map Machine Learning, Deep Learning & AI Mastery to your background and goals.