Welcome to the world of real-time semantic segmentation with LEDNet, a lightweight encoder-decoder network designed to bring high-performance capabilities to mobile devices. In this guide, we'll walk through the setup and usage of LEDNet, unravel its mechanisms, and...
Data Science
Getting Started with PyPOTS: Your Guide to Machine Learning on Partially-Observed Time Series
Welcome to PyPOTS, a Python toolbox designed specifically for tackling the complexities of machine learning on partially-observed time series (POTS). In this article, we will dive into how to effectively install and use PyPOTS, ensuring you can overcome the challenges...
Discovering Interpretable GAN Controls with GANSpace
Generative Adversarial Networks (GANs) have taken the realm of artificial intelligence by storm, enabling the creation of astounding images and designs. However, one of the challenges faced by developers is the interpretability of these networks. Enter GANSpace—a tool...
Working with Categorical Variables in Julia: A Guide to CategoricalArrays.jl
Categorical variables are a fundamental concept in data analysis, representing data that can take on a limited, fixed number of possible values, such as "yes" or "no", or "low", "medium", "high". In this article, we delve into the CategoricalArrays.jl package in...
How to Use Semantra: A Guide to Semantic Document Searching
Semantra is a powerful tool designed for semantically searching documents, allowing users to query by meaning instead of merely matching text. Whether you're a journalist, researcher, student, or historian, Semantra's intelligent features help you sift through large...
How to Get Started with Graphormer for Molecule Modeling
Graphormer is an innovative deep learning package designed to assist researchers and developers in training custom models specifically for molecule modeling tasks. Its primary goal is to accelerate artificial intelligence research and applications in molecule science,...
How to Get Started with Mimic2: A Text-To-Speech Synthesizer
If you're interested in building and utilizing advanced text-to-speech technologies, Mimic2 is an exciting project you can explore. Forked from the original keithito/tacotron, this project boasts enhancements and is continuously developed by the Mycroft AI team and...
How to Get Started with scvi-tools: Analysis of Single-Cell Omics Data
If you're diving into the world of single-cell omics data analysis, scvi-tools is a powerful package that provides a multitude of functionalities designed to streamline your workflow. Built on top of PyTorch and AnnData, scvi-tools allows for advanced probabilistic...
How to Implement End-to-End Urban Driving with CARLA-Roach
Welcome to the world of autonomous driving! Today, we'll navigate through the intricate process of implementing the code from the paper End-to-End Urban Driving by Imitating a Reinforcement Learning Coach, authored by Zhejun Zhang, Alexander Liniger, Dengxin Dai,...
