Data Augmentation Courses and Certifications

Unsupervised Meta-Learning for Few-Shot Image Classification

Explore unsupervised meta-learning techniques for few-shot image classification, including task construction, augmentation methods, and performance on benchmark datasets.

• YouTube
• 26 minutes
• On-Demand
• Free Video

Understanding Generative AI in Cloud Computing: Services and Use Cases

442 ratings at LinkedIn Learning

Learn how to get started using cloud-based generative AI services and tools like Amazon SageMaker, Google Cloud AI Platform, OpenAI, ChatGPT, and more.

• LinkedIn Learning
• 1 hour 40 minutes
• On-Demand
• Free Trial Available

Introduction to Generative Adversarial Networks (GANs)

191 ratings at LinkedIn Learning

Gain a better understanding of Generative Adversarial Networks (GANs), how they are created, how they train, and how they are able to create new media.

• LinkedIn Learning
• 30 minutes
• On-Demand
• Free Trial Available

Computer Vision for Data Scientists

102 ratings at LinkedIn Learning

Get a comprehensive introduction to computer vision and learn how to train models and neural networks for image classification.

• LinkedIn Learning
• 4 hours 2 minutes
• On-Demand
• Free Trial Available

AI Workshop: Hands-on with GANs with Deep Convolutional Networks

11 ratings at LinkedIn Learning

Learn how to build and train deep convolutional generative adversarial networks (GANs) in this interactive, workshop-style coding course.

• LinkedIn Learning
• 1 hour 36 minutes
• On-Demand
• Free Trial Available

Image Understanding with TensorFlow on GCP

Learn to build and optimize image classifiers using convolutional neural networks, with hands-on practice in TensorFlow on various public datasets.

• Pluralsight
• 4-5 hours
• On-Demand
• Free Trial Available

PyTorch for Deep Learning - Full Course / Tutorial

In this course, you will learn how to build deep learning models with PyTorch and Python. The course makes PyTorch a bit more approachable for people starting out with deep learning and neural networks.

• freeCodeCamp
• 10 hours
• On-Demand
• Free Video

Yannic Kilcher

TransGAN - Two Transformers Can Make One Strong GAN - Machine Learning Research Paper Explained

Explore TransGAN, a novel approach using transformers for image generation. Learn about its architecture, key techniques, and competitive performance in various datasets.

• YouTube
• 30 minutes
• On-Demand
• Free Video

Yannic Kilcher

ImageNet Classification with Deep Convolutional Neural Networks - Paper Explained

Detailed explanation of AlexNet, the groundbreaking deep convolutional neural network that revolutionized computer vision and kickstarted the deep learning era in image classification.

• YouTube
• 46 minutes
• On-Demand
• Free Video

DigitalSreeni

Semantic Segmentation Made Easy - Using Segmentation Models Library

Learn to implement semantic segmentation using the Segmentation Models library, covering model types, backbones, data augmentation, preprocessing, and training on electron microscopy datasets.

• YouTube
• 24 minutes
• On-Demand
• Free Video

DigitalSreeni

Data Augmentation Using Keras

Explore image augmentation techniques using Keras, including reshaping and multiclass augmentation, to enhance your deep learning models.

• YouTube
• 20 minutes
• On-Demand
• Free Video

Nvidia

NVIDIA Deep Learning: Getting Started with DIGITS - Class 2

Learn to create, test, and optimize deep neural networks using NVIDIA's DIGITS tool for image classification tasks, with hands-on examples and practical deployment strategies.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

Nvidia

Building a Winning Deep Learning Recommender System - Grandmaster Series Episode 5

Learn how Kaggle Grandmasters built a winning Deep Learning Recommender System for Booking.com, using matrix factorization, ensemble models, and data augmentation techniques. Gain insights into GPU-accelerated recommender systems.

• YouTube
• 49 minutes
• On-Demand
• Free Video

Nvidia

Efficient Data Loading Using DALI for Deep Learning Applications

Accelerate deep learning applications with efficient data loading pipelines using NVIDIA's DALI library. Explore augmentation, documentation, and performance optimization techniques.

• YouTube
• 23 minutes
• On-Demand
• Free Video

Nvidia

Grandmaster Series - Building a World-Class ML Model for Melanoma Detection

Learn how Kaggle Grandmasters built a world-class ML model for melanoma detection, outperforming average dermatologists. Discover key strategies in model architecture, augmentation, and training for accurate skin lesion classification.

• YouTube
• 55 minutes
• On-Demand
• Free Video