Introduction
Bioacoustics is very useful in studying the environment. It has been used for a long time to track submarines and whales. Birds help a lot to shape the plant life we see around us. Recognizing bird songs is very important for automatic monitoring of wildlife and studying the behavior of birds. It can help in tracking birds without disturbing them. We can also tell which birds species exist at a particular place. It can give us some information about their migration pattern. Every species of birds have their unique sounds. They use songs of varying length and complexity to attract…
Learn how to achieve good accuracy on a classification task with just a few samples per class and imbalanced distribution of classes
Introduction
Nowadays there are several deep learning models like BERT, GANs, and U-Nets that are achieving a state-of-the-art performance of tasks like image recognition, image segmentation, and language modeling. Hardly a day goes by without a new innovation in Machine Learning. Tech Giants like Google, Microsoft, and Amazon are coming up with complex deep learning architectures that achieve human-like performance. But one problem with these models is that they require a ton of labeled data. Sometimes much data is not available for a specific task. Less data means the deep learning model will not be able to model different classes properly…
Introduction
TensorBoard is a tool that provides measurements and visualizations needed during machine learning workflow.
In this tutorial, I will give a quick tutorial on how to visualize your feature vectors on TensorBoard. Using a machine learning model, sometimes we want to learn embeddings of different classes. Embeddings are a way to map different inputs like (images, text, etc) to multi-dimensional vectors. Using TensorBoard, you can visualize the representations or feature vectors. You can also visualize the input data directly. TensorBoard also provides dimensionality reduction methods like PCA and t-SNE. …
Aditya Dutt
Machine Learning PhD Student at University of Florida
