Convolutional Neural Networks (CNN) Courses and Certifications

Alfredo Canziani

ConvNets in Practice

Explore how convolutional networks support object detection, face detection, semantic segmentation, and efficient vision systems.

• YouTube
• 52 minutes
• Self-Paced
• Free Video

Alfredo Canziani

Convolutional Neural Nets - CNNs

Explores how convolutional neural networks exploit locality, stationarity, and compositionality in natural input data through parameter sharing and pooling.

• YouTube
• 1 hour 27 minutes
• Self-Paced
• Free Video

James Briggs

Convolutional Neural Nets Explained and Implemented in Python - PyTorch

A hands-on introduction to convolutional neural networks, from image preprocessing and CNN components to training and inference in PyTorch.

• YouTube
• 35 minutes
• Self-Paced
• Free Video

James Briggs

AlexNet and ImageNet Explained

How ImageNet and AlexNet made deep learning practical, with a PyTorch walkthrough of image preprocessing and classification.

• YouTube
• 36 minutes
• Self-Paced
• Free Video

Eran Feit

Convolutional Neural Networks - Deep Learning Basics with Python, TensorFlow and Keras

Build and train a TensorFlow/Keras convolutional neural network to classify chess piece images, then test predictions on new images.

• YouTube
• 41 minutes
• Self-Paced
• Free Video

Eran Feit

Deep Learning in Weather Images - Using TensorFlow and CNN

Build a TensorFlow and Keras convolutional neural network that classifies weather images into categories such as cloudy, foggy, rainy, and sunny.

• YouTube
• 43 minutes
• Self-Paced
• Free Video

Pascal Poupart

Convolutional Neural Networks

Learn how convolutional neural networks use convolutions, pooling, feature maps, and sparse connections for digit recognition and classification.

• YouTube
• 1 hour 15 minutes
• Self-Paced
• Free Video

The Full Stack

Convolutional Neural Networks - Full Stack Deep Learning - Spring 2021

Explore how convolutional filters, strides, padding, dilation, and pooling shape ConvNets, then examine the classic LeNet architecture.

• YouTube
• 39 minutes
• Self-Paced
• Free Video

5 Minutes Engineering

Machine Learning and Neural Networks: Convolutional Neural Networks - Day 15

Explore convolutional neural networks as part of a machine learning and neural network series.

• YouTube
• 36 minutes
• Self-Paced
• Free Video

Prodramp

CNN Explainer

Explore convolutional neural networks interactively by training and visualizing a Tiny-VGG model, then tracing its layers on your own image.

• YouTube
• 58 minutes
• Self-Paced
• Free Video

Prodramp

Create and Visualize Your First Convolutional Neural Network in Python

Build and visualize a first convolutional neural network in Python, exploring its layers and running a Keras MNIST example without requiring math or machine learning knowledge.

• YouTube
• 58 minutes
• Self-Paced
• Free Video

Derek Banas

Convolutional Neural Networks with TensorFlow 2022

Build convolutional neural networks in TensorFlow for image recognition, covering image preparation, convolution, optimization, augmentation, and model saving.

• YouTube
• 1 hour 42 minutes
• Self-Paced
• Free Video

Data Science Dojo

Introduction to Convolutional Neural Networks with TensorFlow

Learn the basics of convolutional neural networks and build a TensorFlow model for image classification.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

Aleksa Gordić - The AI Epiphany

EfficientNetV2 - Smaller Models and Faster Training - Paper Explained

Explains EfficientNetV2’s neural architecture search, fused-MBConv blocks, progressive training, and regularization for smaller models and faster image-model training.

• YouTube
• 28 minutes
• Self-Paced
• Free Video

Deep Learning for Images with PyTorch

802 ratings at DataCamp

This course on deep learning for images using PyTorch will equip you with the practical skills and knowledge to excel in image classification, object detection, segmentation, and generation.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available