Deep Learning Foundations Programme
Twelve-week guided curriculum establishing neural network training discipline. You will implement multilayer perceptrons, study activation functions and loss functions, practise gradient descent and backpropagation, and complete PyTorch laboratories covering optimisers, regularisation, and model evaluation. Cohort sessions include instructor feedback on lab submissions and peer review of milestone notebooks. Prerequisites: Python fundamentals and introductory linear algebra. This programme prepares you for advanced generative AI and transformer coursework. Tuition: C$1,890–C$2,340 depending on delivery format.
Generative AI & Diffusion Models Overview
Ten-week programme surveying generative AI architectures with emphasis on diffusion models overview, latent space concepts, and responsible deployment in business context. Lectures cover generative workflows, ethical AI education, and practical AI projects using modern tooling. You will compare training paradigms, discuss model evaluation for generative outputs, and build a portfolio artefact demonstrating controlled generation. Ideal for analysts and developers expanding into generative disciplines. Tuition: C$2,240–C$2,690.
Large Language Models & Prompt Engineering
Eleven-week immersion in large language models, embeddings, fine-tuning concepts, and RAG workflows. Faculty mentors guide exercises with ChatGPT, Claude AI, and Google Gemini in professional context, emphasising prompt engineering discipline and AI for productivity. Modules address tokenisation, attention refresher, safety guardrails, and human verification of AI-assisted outputs. Capstone unit requires documented prompt libraries with evaluation criteria. Tuition: C$2,450–C$2,920.
Computer Vision with Neural Networks
Ten-week programme in convolutional neural networks, image classification, object detection fundamentals, and computer vision pipeline design. PyTorch labs progress from baseline CNNs through transfer learning and data augmentation strategies. Cohort delivery includes model deployment overview discussions suitable for engineering teams. Prerequisites include DLA-101 or equivalent experience. Tuition: C$2,180–C$2,640.
NLP & Transformer Applications
Twelve-week natural language processing programme covering sequence modelling, attention mechanisms, transformer architecture, and NLP task design. You will build text classification models, explore embeddings in retrieval contexts, and study fine-tuning approaches for domain adaptation. Instructor feedback targets reproducible notebooks and honest model evaluation reporting. Tuition: C$2,320–C$2,780.
AI Career Development Capstone Programme
Eight-week capstone combining portfolio building, AI career development coaching, and a substantial practical AI project with peer review. Participants integrate skills from prior programmes — deep learning, generative AI, LLM tooling, or vision/NLP specialisations — into a documented engineering deliverable. Certificate of completion issued upon satisfactory capstone assessment. Tuition: C$2,680–C$3,150.
Education notice: Programme fees cover structured vocational instruction and cohort access. Certificates document participation — not degrees, licensure, or job guarantees. Neural terminology refers to machine learning models, not neuroscience services.