Data Augmentation Courses and Certifications

Generative AI: Elevate your Data Engineering Career

Data engineering processes have undergone an amazing transformation since the advent of Generative AI. In this course, you will explore the impact of generative AI on data engineering. You as a data engineer can use Generative AI to enhance productivity…

• Coursera
• 12 hours 52 minutes
• On-Demand
• Free Online Course (Audit)

Generative AI for Data Science

Did you know Generative AI can enhance data accuracy and operational efficiency in data science? This Short Course was created to help data scientists and AI enthusiasts unlock the full potential of Generative AI in their data-driven projects. Within th…

• Coursera
• 3 hours 13 minutes
• On-Demand
• Free Online Course (Audit)

Kaggle

Deep Learning

1 review

Dive into Deep Learning with Kaggle's online program. Learn TensorFlow, Keras, and TPU usage in 1-2 hours of study material.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Online Course

Deep Learning with PyTorch: Zero to GANs

1 review

"Deep Learning with PyTorch: Zero to GANs" is a beginner-friendly online course offering a practical and coding-focused introduction to deep learning using the PyTorch framework. Enroll now to start learning.

• Jovian
• 24 weeks, 2-3 hours a week
• On-Demand
• Free Online Course

Nicholas Renotte

Build a Deep Face Detection Model With Python and Tensorflow - Full Course

1 review

Learn to build a face detection model using Tensorflow and Python with Nicholas Renotte. This 2-3 hour program covers image collection, data augmentation, deep learning model training, and real-time detection.

• YouTube
• 2 hours 26 minutes
• On-Demand
• Free Online Course

Computer Vision

1 review

Build convolutional neural networks with TensorFlow and Keras.

• Kaggle
• 4 hours
• On-Demand
• Free Certificate

Understanding Deep Learning Requires Rethinking Generalization

Dive into deep learning and generalization theories with University of Central Florida's short program, covering regularization, data augmentation, and neural networks.

• YouTube
• 40 minutes
• On-Demand
• Free Online Course

Image Understanding with TensorFlow on GCP

Learn to build and optimize image classifiers using convolutional neural networks with TensorFlow on GCP. Gain hands-on experience with data augmentation, feature extraction, and hyperparameter tuning.

• 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 Online Course

Graham Neubig

CMU Multilingual NLP 2020 - Data Augmentation for Machine Translation

Explore data augmentation methods for machine translation with Graham Neubig's less than 1-hour material, covering topics from back translation to dictionary-based augmentation.

• YouTube
• 25 minutes
• On-Demand
• Free Online Course

Graham Neubig

CMU Advanced NLP: Bias and Fairness

Explore bias in NLP models and learn prevention techniques with Graham Neubig's lecture, part of CMU's Advanced NLP series. Expect a 1-2 hour workload.

• YouTube
• 1 hour 16 minutes
• On-Demand
• Free Online Course

Graham Neubig

CMU Multilingual NLP 2022 - Data-Driven Strategies for NMT

Explore data-driven strategies for Neural Machine Translation (NMT) with Graham Neubig. Learn about data augmentation, translation evaluation, and high/low resource languages.

• YouTube
• 41 minutes
• On-Demand
• Free Online Course

USENIX

Refurbish Your Training Data - Reusing Partially Augmented Samples for Faster Deep Neural Network Training

Explore data refurbishing techniques for faster deep neural network training with USENIX. Learn to reuse partially augmented samples, maintain accuracy, and reduce CPU computation.

• YouTube
• 15 minutes
• On-Demand
• Conference Talk

Prodramp

Build Your Machine Learning Pipeline in These 4 Simple Steps - Loan Prediction Scikit-Learn Example

Learn to build a machine learning pipeline from start to finish with Prodramp. Understand data ingest, cleaning, feature engineering, and model improvement in under an hour.

• YouTube
• 59 minutes
• On-Demand
• Free Online Course

Prodramp

Develop Successful Deep Learning Projects with This 10 Steps Formula

Learn to develop successful deep learning projects in under an hour with Prodramp's 10-step formula, covering everything from problem definition to model deployment and monitoring.

• YouTube
• 22 minutes
• On-Demand
• Free Online Course