Data Science
How to Implement Federated Learning with PyTorch

How to Implement Federated Learning with PyTorch

In the age of decentralized data, Federated Learning provides a path to train models effectively without the need to share raw data. It draws inspiration from the paper Communication-Efficient Learning of Deep Networks from Decentralized Data. By the end of this...

How to Implement Online Continual Learning

How to Implement Online Continual Learning

Online Continual Learning is an innovative approach in artificial intelligence that allows models to learn iteratively from incoming data streams without losing previous knowledge. In this guide, we’ll walk through setting up a project that uses Online...

ISAT with Segment Anything

ISAT with Segment Anything

An Interactive Semi-Automatic Annotation Tool Based on Segment Anything 中文 [English] Our tool enables interactive use of segment anything for rapid image segmentation with low RAM requirements (optional bf16 mode). Demo Video: YouTube Features and Installation Please...

How to Get Started with DeepMind Lab

How to Get Started with DeepMind Lab

DeepMind Lab is an innovative 3D learning environment designed for challenging navigation and puzzle-solving tasks. It acts as a testing ground for research in artificial intelligence, primarily focusing on deep reinforcement learning. In this blog, we will guide you...

How to Dive into DeepResearch and Harness AI Effectively

What is DeepResearch? DeepResearch is an extensive repository of innovative algorithms focusing on **Machine Learning**, **Deep Learning**, **Natural Language Processing**, and **Computer Vision**. This platform makes learning accessible, providing tutorials, paper...

The Hands-on Reinforcement Learning Course

The Hands-on Reinforcement Learning Course

From Zero to HERO Out of intense complexities, intense simplicities emerge. - Winston Churchill Contents Welcome to the course Lectures Wanna contribute? Let's connect! Welcome to the Course Welcome to my step-by-step hands-on course that will take you from basic...