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INVEX

AI Programming

Deep Learning with PyTorch

An advanced course on building, training and debugging neural networks with PyTorch.

AdvancedOn campus4.9(52)
4,900SAR
Start date
7 December 2026
Duration
6 days · 36 training hours
Seats
4 / 16

4 seats left

A one-minute introduction from the trainer

Added after the recording session

Your trainer

Eng. Sara Alqahtani
Neural Networks & Computer Vision

Computer vision engineer who worked on visual inspection systems in industrial production lines, with published work in pattern recognition.

9 years of experience

Course outline

day by day

1

Days 1–2: PyTorch fundamentals

  • Tensors and autograd
  • Writing the training loop by hand
  • Devices and acceleration
2

Days 3–4: Architectures

  • Convolutional networks
  • Transfer learning
  • Data augmentation
3

Days 5–6: Debugging and project

  • Reading loss curves
  • Handling overfitting
  • A complete classification project

What will you build?

  • A custom image classifier on your own data
  • A hand-written training loop
  • An organised experiment report

Who is this course for?

  • Anyone who finished the ML bootcamp
  • An engineer specialising in deep learning

And who it is not for

  • Complete machine learning beginners

Prerequisites

  • • Prior machine learning experience
  • • Strong Python
  • • Linear algebra basics

Completion certificate

An accredited certificate with a QR verification code linking to your Thinkers Club profile.

INVEX

Accredited completion certificate

QR

The course includes

  • 36 hours in a GPU-equipped lab
  • Cloud training credit
  • An accredited certificate

Trainee reviews

Writing the training loop by hand on day one changed how I understood everything that followed.

Nawaf Alanazi

Software Engineer

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