AI: Machine Learning & Model Training
Deep learning | Sri AI
Advanced
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Course overview
Neural networks from the gradient upward, including the transformer architecture that every modern language model rests on.
Level: Advanced · Mode: Part-time
Who this course is for
Engineers who want to build architectures, not only call them.
What you will learn
- Implement backpropagation yourself
- Build CNNs and transformers from components
- Train stably on limited hardware
- Read and reproduce a research paper
Syllabus
- Module 1: Gradients and optimisation
- Module 2: Convolutional networks
- Module 3: Sequence models and attention
- Module 4: Transformers end to end
- Module 5: Regularisation and training stability
- Module 6: Transfer learning
Final project
Every module ends in hands-on practice, and the course ends with a project you build and present. Your certificate names that project.
Before you start
Machine learning.