Increase ACCURACY of Model on Small Dataset | DATA AUGMENTATION for Small Image Dataset

This video titled "Increase ACCURACY of Model on Small Dataset | DATA AUGMENTATION for Small Image Dataset" explains the concept of Data Augmentation API of Keras Framework known as ImageDataGenerator(). One can achieve greater accuracy on a deep learning neural network such as Convolutional Neural Network even if he/she has very small subset of Image data or a very small number of image data. This video also covers Data Augmentation using Python Language which is a heavily used concept in computer vision and is used for building Object Detection, Face Recognition, Self Driving Cars, Motion Tracking, etc. If we want to build a more accurate model then we need to have loads and loads of data. Be its image data, text data, or even transaction data. The more the data we have for training purpose the better prediction we will get from our deep learning or machine learning model. Also, the chances of model overfitting will also get increased when we have a smaller datasets. So If have a small dataset with fewer images then we can create variations of that image data. Keras Documentation Link : https://keras.io/preprocessing/image/ The AI University Website: www.theaiuniversity.com Get the "The AI University" Android App on Google Playstore ------------------------------------------------------------------------------------------------------------ Join this channel to get access to perks:    / @theaiuniversity   ------------------------------------------------------------------------------------------------------------ *****Links of Kindle & Machine Learning, Deep Learning & AI Books***** 1. Kindle 6" Display, 4GB, Wifi - https://amzn.to/2QJPqi7 2. Introduction to Machine Learning with Python - https://amzn.to/37UOmxM 3. Machine Learning: The Absolute Beginner’s Guide to Learn and Understand Machine Learning From Beginners, Intermediate, Advanced, To Expert Concepts - https://amzn.to/39YUVkI 4. Python Machine Learning: Machine Learning and Deep Learning with Python, scikit-learn, and TensorFlow 2 - https://amzn.to/35Nj5LI 5. Hands-On Machine Learning with Scikit-Learn and TensorFlow - https://amzn.to/2NhqAE6 6. Pattern Recognition and Machine Learning - https://amzn.to/2FFqSkj 7. Deep Learning with Python - https://amzn.to/36KCJsV 8. Deep Learning(Adaptive Computation and Machine Learning series) - https://amzn.to/30b90qR 9. Machine Learning: A Probabilistic Perspective - https://amzn.to/2FD1prH 10. Applied Artificial Intelligence - https://amzn.to/2QJyCI7 FOLLOW ME ON: Twitter:   / theaiuniverse   Facebook :   / theaiuniversity   Instagram:   / theaiuniversity   Telegram: https://t.me/theaiuniversity Tool for Keyword Research, Channel Health, Thumbnail Generation for your channel : https://www.Tubebuddy.com/theaiuniver... ▶ GITHUB REPO : https://github.com/nitinkaushik01 About this Channel: The AI University is a channel which is on a mission to democratize the Artificial Intelligence, Big Data Hadoop and Cloud Computing education to the entire world. The aim of this channel is to impart the knowledge to the data science, data analysis, data engineering and cloud architecture aspirants as well as providing advanced knowledge to the ones who already possess some of this knowledge. Please share, comment, like and subscribe if you liked this video. If you have any specific questions then you can comment on the comment section and I'll definitely try to get back to you. ******Other AI, ML, Deep Learning, Augmented Reality related Video Series**** Deploy Machine Learning Models as Web App using Flask & Docker on Azure Cloud - http://bit.ly/2Lgnd0g Machine Learning Data Pre-processing & Data Wrangling using Python - http://bit.ly/2K6psly Machine Learning & Deep Learning Project - http://bit.ly/2L0DUwz Machine Learning Projects in HINDI - http://bit.ly/2OSX7l5 Deep Learning Neural Network Tutorials - http://bit.ly/2K6e6hB Machine Learning & Deep Learning Bootcamp Series - http://bit.ly/2K4648Q Machine Learning using Spark MLLib - http://bit.ly/2QuKQGK Augmented Reality Free Tutorial - http://bit.ly/32ioysS Data Engineering Full Hands-on Course - http://bit.ly/2CsxSPz Hadoop, Machine & Deep Learning on Azure Cloud Tutorial Series - http://bit.ly/2K74l2I Natural Language Processing - http://bit.ly/2YtXQuF Develop Dashboard for Business Intelligence & Data Science(Plotly Dash Tutorial Series) - http://bit.ly/2Yu1Uen Data Science Tip and Tricks and Career Advice - http://bit.ly/2YvO6QE Machine Learning, Deep Learning Maths(Matrix & Vector Operations) - http://bit.ly/2YxhOEZ ****************************************************************** DISCLAIMER: This video and description may contain affiliate links, which means that if you click on one of the product links, I’ll receive a small commission. #DataAugmentationKeras #ObjectDetection #ComputerVisionProjects