AI & Data

Training: Convolutional Neural Networks (CNNs)

An intensive, hands-on training focused on Convolutional Neural Networks (CNNs).

Duration
6h
Who it's for

Ideal for teams that…

1 This training is designed for developers, data scientists, machine learning engineers, and researchers who want to deepen their knowledge of CNNs and acquire practical skills in implementing and optimizing them.
Outcomes after the program

Hands-on AI and data analytics workshops — built around your team's real cases.

How to design and implement advanced CNN architectures

Techniques for optimization and fine-tuning of convolutional models

Practical use of transfer learning in computer vision tasks

How to deploy and optimize CNN models in real-world projects

Program · 2 modules

What we actually do

M01
Day 1
  • · Basics of neural network architecture
  • · CNN architecture overview
  • · Comparison of CNNs vs. traditional neural networks
  • · Implementing convolutional layers in PyTorch
  • · Designing and optimizing pooling layers
  • · Creating a CNN model from scratch
  • · Analyzing the impact of different architectures on performance
  • · Using pretrained models
  • · Fine-tuning models on custom datasets
M02
Day 2
  • · Implementing ResNet and Inception
  • · Comparative performance analysis of different architectures
  • · Regularization techniques: dropout, batch normalization
  • · Hyperparameter optimization strategies
  • · Implementing an image classification model
  • · Building an object detection system
  • · Performance optimization
  • · Integrating CNNs into real-time applications
Every module is adapted to your stack and context. The above is a starting point — not a fixed agenda.
How we work

From brief to retro in 30 days.

01

Brief & diagnosis

A call with the team lead + a short survey for participants. We define goals, gap and context.

02

Program customization

We adapt modules, case studies and code examples to your stack. Approval in 5 days.

03

Workshop

Trainer-led sessions, hands-on, code review. Mentor available between sessions too.

04

Retro + report

Outcome report for the team and lead. 30 days of consulting included.

Inquiry

Send a brief. We'll reply within 1 day.

After a short brief we'll prepare a program and a quote. No obligations — it's just a starting point.

Quote within 48h of the brief
First session within 30 days
Pilot before the full decision
VAT invoice, payment in instalments possible

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