Morning
9:00 am – 12:00 pm
Monday to Thursday
10 weeks
Apply for morningsCore AIIntermediate10 weeks
Deep Learning with PyTorch
Neural networks from first principles to modern architectures.
Next intake starts 3 November 2026
Overview
Build and train neural networks in PyTorch. You start from a single neuron, build CNNs and transformers, and learn the training tricks professionals rely on.
Who it is for
ML learners ready for neural networks and GPUs.
Prerequisites
Machine Learning course or equivalent experience.
What you will be able to do
- Implement and train neural networks in PyTorch
- Build CNNs for images and transformers for sequences
- Use transfer learning and pretrained models
- Debug training: overfitting, learning rates, normalisation
- Train on cloud GPUs and track experiments
Curriculum
8 modules · 10 weeks- Neurons, layers, loss and backpropagation
- PyTorch tensors, autograd and training loops
- Convolutional networks
- Recurrent networks and attention
- Transformers
- Regularisation, optimisers and schedules
- Transfer learning and fine-tuning
- Experiment tracking and GPUs
Tools you will use
PyTorchHugging FaceWeights & BiasesGoogle ColabKaggle
Final project
What you will build
A fine-tuned model on a dataset of your choice with a written report and demo.
Your project is your assessment and the start of your portfolio. Complete it to earn your certificate.
Choose your class time
Every class covers the same lessons with the same tutors. Take it on campus, live online with recordings, or mix both week by week at no extra cost.
Evening
4:00 pm – 7:00 pm
Monday to Thursday
10 weeks
Apply for eveningsWeekend
10:00 am – 2:00 pm
Saturday and Sunday
15 weeks
Apply for weekendsWeekend classes have fewer hours each week, so they run longer to cover the same course. Public holidays are made up on the following Friday. Next intake starts 3 November 2026. See all class times and intakes.
Fees and payment
Course fee₦160,000
Pay in two parts
-
1
Reserve your seatPay a 50% deposit once admissions confirms your place.₦80,000
-
2
Pay the balanceDue by the middle of the course.₦80,000
Fees shown are indicative and include course materials and certificate. Installment plans are available. Confirm current fees with admissions.
Also part of a programme
Take this course inside a programme for a personal mentor, help finding work and a lower price than taking the courses one by one.
Questions about this course
Is the online class the same as the campus class?
Yes. Same tutor, same lessons, same project and the same certificate. Online classes are live, and every class is recorded within 24 hours.
Why does the weekend class take 15 weeks?
Weekend classes run 8 hours a week instead of 12, so they take a little longer to cover the same course. Morning and evening classes take 10 weeks.
What if I miss a class?
Watch the recording, then bring your questions to mentor office hours after class. If you need a longer break, you can move to the next intake.
Can I switch between campus and online?
Yes. Choose hybrid and switch week by week. There is no extra fee.
Join the 3 November 2026 class
Apply for Deep Learning with PyTorch in about five minutes. Pay ₦80,000 only after admissions confirms your seat.