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LinkedIn – Neural Networks and Convolutional Neural Networks Essential Training 2026-1

Updated August 10, 2026 166 MB
LinkedIn – Neural Networks and Convolutional Neural Networks Essential Training 2026-1

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Description

Neural Networks and Convolutional Neural Networks Essential Training is a course focused on neural networks and convolutional neural networks (CNNs) published by LinkedIn Online Academy. This is a practical, hands-on course that teaches you the basics of deep learning, focusing on neural networks and convolutional neural networks (CNNs)—the core technologies behind image recognition, pattern recognition, and many modern AI systems. You’ll learn how artificial neurons work, how networks are structured and trained using backpropagation and gradient descent, and how activation functions, loss functions, and optimizers shape model learning. The course then turns to CNNs, showing you how convolutional layers, pooling, and feature maps make them ideal for analyzing visual data and extracting hierarchical patterns.

Instructor Jonathan Fernandez demonstrates how to build and train models in Keras and PyTorch using datasets like MNIST and CIFAR-10 for image classification. Apply activation functions, post-propagation, pooling techniques, and optimizers to boost model performance. Gain hands-on experience with essential datasets and pre-trained models that support modern computer vision, including techniques like image augmentation and transfer learning. By the end, you will be able to design, train, and deploy basic neural networks and powerful CNN models for real-world tasks, and key topics including network architecture, training workflows, convolution operations, model evaluation, and practical deployment are covered, all in a cohesive learning experience.

What you will learn in Neural Networks and Convolutional Neural Networks Essential Training:

  • Neural Networks
  • Convolutional Neural Networks (CNN)
  • Neural Network Building Blocks
  • Training a Neural Network
  • And …

Course specifications

Publisher: LinkedIn
Instructors: Jonathan Fernandes
Language: English
Level: Intermediate
Number of Lessons: 26
Duration: 1h 53m

Course topics

Neural Networks and Convolutional Neural Networks Essential Training Content

Neural Networks and Convolutional Neural Networks Essential Training Prerequisites

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Neural Networks and Convolutional Neural Networks Essential Training

Neural Networks and Convolutional Neural Networks Essential Training introduction video

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English subtitle

Quality: 720p

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