Canada Courses & Certifications

Alberta Machine Intelligence Institute

Data for Machine Learning

98 ratings at Coursera

Prepare data for machine learning success: source and clean scattered data, engineer features, spot bias and bad data, and counter overfitting with test and validation measures.

• Coursera
• 4 weeks, 3 hours a week
• Self-Paced
• Paid Course

University of Alberta;  UiT The Arctic University of Norway

Arctic Peoples and Cultures

66 ratings at Coursera

Meet the people of the circumpolar Arctic through documentary videos on indigenous histories and assimilation, polar night, permafrost, melting sea ice, fisheries, tourism and pollution.

• Coursera
• 10 weeks, 1 hour a week
• Self-Paced
• Free Online Course

Alberta Machine Intelligence Institute

Optimizing Machine Learning Performance

54 ratings at Coursera

Walk a complete machine learning project into production: set ML business strategy, apply responsible ML frameworks, plan operational integration, and build a maintenance roadmap for changing data.

• Coursera
• 4 weeks, 3 hours a week
• Self-Paced
• Paid Course

University of Alberta;  UiT The Arctic University of Norway

캡스톤 : 소프트웨어 제품 관리 실전 프로젝트

6주 간의 캡스톤 과정을 진행하는 동안 여러분은 안전한 가상 소프트웨어 제품 생산 환경에서 실질적인 관리 경험을 하게 됩니다. 애자일 방식과 기술을 적용해 현장에서 직면한 도전 과제를 극복하게 됩니다. 현실감 있는 고객과 소통하면서 고객의 니즈를 파악하고 실질적으로 필요한 소프트웨어 요구 사항을 전달해 생산을 촉진할 것입니다. 캡스톤 과정을 마치면 여러분은 당당한 소프트웨어 제품 관리 전문가로 성장할 것입니다.

• Coursera
• 6 weeks, 3 hours a week
• Self-Paced
• Paid Course

Alberta Machine Intelligence Institute Career Certificate

Generative AI Essentials

11 ratings at Coursera

Learn how models like ChatGPT and DALL·E generate text and images, master prompt engineering, fine-tuning, RLHF and RAG, and deploy GenAI ethically under global regulations.

• Coursera
• 4 weeks, 10 hours a week
• Self-Paced
• Paid Course
• 3 courses

Alberta Machine Intelligence Institute Career Certificate

Generative AI Fundamentals

6 ratings at Coursera

Build generative AI end to end: tokenization, embeddings and Transformers, then VAEs, GANs and diffusion for audio and images, plus RAG and agentic systems with Google's ADK.

• Coursera
• 8 weeks, 10 hours a week
• Self-Paced
• Paid Course
• 3 courses

Alberta Machine Intelligence Institute

실용 머신 러닝 소개

비즈니스 요구를 정의하고 데이터를 준비해 실제 머신 러닝 프로젝트로 전환하는 실용적 입문 과정입니다.

• Coursera
• 4 weeks, 2 hours a week
• Self-Paced
• Paid Course

Alberta Machine Intelligence Institute

Ethics and Responsible Practices in GenAI

Learn to apply ethical frameworks to generative AI: address data privacy and bias, compare international AI regulations, and evaluate impacts on jobs, media, and education.

• Coursera
• 4 weeks, 3 hours a week
• Self-Paced
• Paid Course

Alberta Machine Intelligence Institute

Hands-On with GenAI Tools and Technologies

Configure and use generative AI tools like GPT-4, DALL-E, and Stable Diffusion to create text and images, compare their outputs, and apply GenAI project best practices.

• Coursera
• 4 weeks, 2 hours a week
• Self-Paced
• Paid Course

Alberta Machine Intelligence Institute

Introduction to Generative AI: Concepts and Techniques

Learn how generative AI works across text, image, audio and video: tokenization, embeddings, Transformer self-attention, prompt patterns, API and local Ollama inference, plus bias and governance.

• Coursera
• 4 weeks, 4 hours a week
• Self-Paced
• Paid Course

Alberta Machine Intelligence Institute

Generative AI for Audio and Images: Models and Applications

Explore how VAEs, VQ-VAEs, GANs, transformers, and diffusion models generate audio, images, and video, training GAN models and weighing deepfakes, bias, and intellectual property.

• Coursera
• 4 weeks, 7 hours a week
• Self-Paced
• Paid Course

Alberta Machine Intelligence Institute

Demystifying GenAI: Concepts and Applications

Explore generative AI's evolution, the technology behind text and image generation, industry case studies, and its limitations and ethical challenges.

• Coursera
• 4 weeks, 2 hours a week
• Self-Paced
• Paid Course

Alberta Machine Intelligence Institute

Building and Deploying Generative AI Models

Build Transformer architectures from scratch in PyTorch, engineer RAG pipelines with LangChain, and deploy a summarizer AI agent to Vertex AI with monitoring.

• Coursera
• 3 weeks, 5 hours a week
• Self-Paced
• Paid Course

Alberta Machine Intelligence Institute Career Certificate

Machine Learning: Algorithms in the Real World

1073 ratings at Coursera

Work through an entire machine learning project: define the problem, identify appropriate data, train a classification algorithm, improve results, and deploy while avoiding common pitfalls.

• Coursera
• 4 weeks, 10 hours a week
• Self-Paced
• Paid Course
• 4 courses

Career Certificate

Finance for Everyone

1419 ratings at Coursera

Learn the language of finance: trace money through businesses and governments, and examine commodity, bond, and equity market dynamics that create and destroy financial value.

• Coursera
• 4 weeks, 10 hours a week
• Self-Paced
• Paid Course
• 5 courses