Data Augmentation Courses and Certifications

Mitigating Bias and Ensuring Fairness in GenAI Systems

21 ratings at Udemy

Master Bias Detection and Mitigation in Generative AI: Tools, Techniques, and Best Practices for Ethical AI Development

• Udemy
• 1 hour 16 minutes
• On-Demand
• Paid Course

MathWorks

Advanced Deep Learning Techniques for Computer Vision

15 ratings at Coursera

Train anomaly detectors, generate synthetic images, use AI-assisted labeling, and create custom models for visual inspection and medical imaging applications. Overcome data challenges and explore model deployment options.

• Coursera
• 7 hours 29 minutes
• On-Demand
• Paid Course

EDUCBA

Master CNNs with Python: Build, Train & Evaluate Models

19 ratings at Coursera

Dive into CNN development with Python to design, build, train and evaluate deep learning models for image classification through hands-on projects and real-world applications.

• Coursera
• 4 hours 37 minutes
• On-Demand
• Paid Course

PyTorch: Techniques and Ecosystem Tools

12 ratings at Coursera

Master advanced PyTorch optimization, computer vision with TorchVision, NLP with Hugging Face, and efficient training pipelines for production-ready deep learning models.

• Coursera
• 1 day 8 hours 58 minutes
• On-Demand
• Paid Course

Machine Learning with Small Data Part 2

Master advanced ML techniques for limited datasets: multi-task learning, meta-learning, NeRF, diffusion models, and 3D Gaussian Splatting for real-world data constraints.

• Coursera
• 11 hours 34 minutes
• On-Demand
• Paid Course

Packt Microcredential

Keras Deep Learning & Generative Adversarial Networks (GAN)

Master deep learning with Keras and GANs. Build neural networks, predict outcomes, and generate realistic data. Gain expertise in AI-driven solutions for image generation and data augmentation.

• Coursera
• 4 weeks, 10 hours a week
• On-Demand
• Paid Course

Mastering Generative AI for Data Analytics

Unlock Generative AI data analytics skills: prompting, visualization, storytelling, and querying. Explore concepts, industry uses, and ethics. Designed for analysts with Python & AI basics, complete a shareable project and earn an industry certificat…

• edX
• 3 weeks, 5-6 hours a week
• On-Demand
• Free Online Course (Audit)

Coursera

TensorFlow for Beginners: Basic Binary Image Classification

Learn to build and train a neural network for classifying cat and dog images using TensorFlow. Covers data preprocessing, CNN architecture, hyperparameter tuning, and model evaluation techniques.

• Coursera
• 3 hours 12 minutes
• On-Demand
• Paid Course

Coursera

GenAI for Data Science Teams

Explore how generative AI enhances data science workflows, from augmentation to model development, empowering teams to innovate and optimize project outcomes.

• Coursera
• 2 hours 4 minutes
• On-Demand
• Paid Course

Mastering Generative AI for Data Science

This course helps you master generative AI skills to enhance data science workflows, improve data preparation, and refine machine learning models with real-world applications.

• edX
• 3 weeks, 3-5 hours a week
• On-Demand
• Free Online Course (Audit)

Mastering Generative AI for Data Engineering

Gain insights into using generative AI for data engineering tasks, from architecture design to ETL workflows, with hands-on projects to enhance your skills and career prospects in this high-demand field.

• edX
• 4 weeks, 3-5 hours a week
• On-Demand
• Free Online Course (Audit)

Packt

Deep Learning: Convolutional Neural Networks with TensorFlow

Unlock the potential of deep learning by mastering Convolutional Neural Networks and Transfer Learning with hands-on TensorFlow and Keras experience for image and text classification.

• Coursera
• 5 hours 14 minutes
• On-Demand
• Paid Course

Packt

Deep Learning with Keras and Practical Applications

Master deep learning with Keras: from wine quality prediction to advanced image classification using CNNs, transfer learning, and GPU acceleration. Optimize models, implement data augmentation, and deploy in real-world scenarios.

• Coursera
• 9 hours 44 minutes
• On-Demand
• Paid Course

Coursera

Preparing Images for AI Models

Discover essential techniques for sourcing, preprocessing, and augmenting image datasets to train robust diffusion models with production-ready workflows.

• Coursera
• 7 hours 59 minutes
• On-Demand
• Paid Course

Coursera

Optimize Vision Datasets: Augment and Analyze

Master vision dataset optimization through augmentation techniques and performance analysis using industry-standard validation methods and metrics interpretation.

• Coursera
• 2 hours 8 minutes
• On-Demand
• Paid Course