Tensors, core concepts and devices
Shapes, dtypes, operations, gradients and CPU, CUDA or MPS-compatible code.
Independent PTCA preparation
Prepare every official PTCA domain through hands-on practice.
A course aligned with the four PTCA blueprint domains, including labs, domain-level diagnostics and mock exams.

10 h
of group sessions
Intermediate
level
FR + EN
Discord
01 — OUTCOME
Work confidently with tensors, devices and gradients
Build, train, test and save a model
Prepare data with Dataset, DataLoader and transforms
Measure and improve a PyTorch workflow’s performance
02 — CURRICULUM
Detailed content may evolve to stay aligned with current tools and practices.
Shapes, dtypes, operations, gradients and CPU, CUDA or MPS-compatible code.
Loops, losses, optimizers, gradients, saving, loading and inference.
Dataset, DataLoader, transforms, batching, sampling and data preparation.
Modules, layers, activations, loss functions and trainable parameters.
Profiler, mixed precision, torch.compile and CPU, GPU and memory diagnostics.
DDP principles, synchronization and mock exams weighted to the blueprint.
Basic Python and introductory Machine Learning knowledge are recommended. The PTCA exam officially has no prerequisites.
03 — FORMAT
Demonstrations, exercises, reviews and Q&A over video calls.
Guided outputs that apply the skills to realistic scenarios.
A private space for announcements, questions and peer support.
04 — ENROLMENT
One-time payment. Software subscriptions, API credits and cloud services are not included.
Join with confidence: request a full refund before the second group session begins.
Cohort
The complete course, delivered live with your group.
Full refund on request before the 2nd group session.
The schedule is sent by email.
05 — FAQ
The course includes 10 hours of live group sessions, exercises, practical deliverables and supporting resources.
The cohort schedule is sent by email.
The plan includes 10 hours of live group training, guided exercises and deliverables, supporting resources, access to the private Discord and a certificate of completion.
At the end of the course, you will receive a Genial AI Academy certificate of completion confirming that you completed the training. It is separate from the official PTCA certification.
The initial format is based on live sessions. Access to a complete recorded course library is not promised.
Yes. One-time payment is available by card through Stripe or with PayPal.
You may request a full refund before the second group session begins, without giving a reason.
A practical path, live interaction and a community to grow with.
View the plan