A Masked Autoencoder (MAE) is a sophisticated self-supervised learning framework predominantly employed in computer vision. Its primary function is to acquire robust visual representations by reconstructing portions of an input image that have been intentionally… Masked Autoencoders: A Scalable Paradigm for Self-Supervised Visual Learning
Interactive Cosine Annealing with Warmup Visualizer Cosine Annealing with Linear Warmup Explore the two-phase learning rate schedule by adjusting the parameters. Controls Warmup Ratio 10% Peak Learning Rate (η_max) 0.01 Min Learning Rate (η_min) 0.0001… Interactive Cosine Annealing with Warmup Visualizer
The Imperative for Dynamic Learning Rates In the optimization of deep neural networks, the learning rate stands as arguably the most critical hyperparameter, directly governing the magnitude of weight updates. If the rate is set… A Comprehensive Analysis of Cosine Annealing and Warmup Learning Rate Schedules
A letter of recommendation for a Ph.D. program is one of the most critical components of an application. For competitive computer science programs, it provides a personal, credible, and expert assessment of a candidate’s research… How to Write an Outstanding Letter of Recommendation for a Computer Science Ph.D. Applicant
In Vĩnh Lại District, Hồng Châu (present-day Hải Dương), long ago there were many kinds of water creatures. Along the riverbanks, people had built more than ten temples to worship them. As the years passed,… The court in the sea
Vũ Thị Thiết was a young woman from Nam Xương village. She was gentle, modest, and had a graceful appearance. In the village, there was a man named Trương Sinh. He admired her beauty and… The Tale of Vũ Nương
Việc sử dụng AI hiệu quả trong lập trình và nghiên cứu khoa học phụ thuộc rất nhiều vào chất lượng của câu lệnh (prompt). Một prompt được xây dựng tốt có thể giúp bạn… AI Prompt cho lập trình và nghiên cứu khoa học
First To view guides on all topics, in the command line, type tacl –guide topics To view instructions on how to register, type tacl –guide config This displays the guide: Type tacl –register gives Choose… Download data from TSD via API
Knowledge Distillation (KD) has emerged as a critical model compression technique in machine learning, facilitating the deployment of complex, high-performing models in resource-constrained environments. This methodology involves transferring learned “knowledge” from a powerful, often cumbersome,… Knowledge Distillation Techniques: A Comprehensive Analysis
Training models, even with adapters, on limited GPU capacity requires careful optimization. Here’s a comprehensive guide to help you do that: 1. Leverage Parameter-Efficient Fine-Tuning (PEFT) Frameworks: 2. Focus on LoRA (Low-Rank Adaptation): 3. Memory-Saving… Training and fine-tuning models with Parameter-Efficient Fine-Tuning (PEFT) on limited GPU capacity
Shift-Command-3 captures the entire screen, and Shift-Command-4 allows you to select a specific area Working with the terminal On a Mac, the SSH configuration file, config, is typically stored in your home directory within a… Useful shortcuts and Commands in Mac
Let’s break down the two concept and how to implement it. The Difference: Data Parallelism vs. Model Parallelism Think of it like a factory: PyTorch Underutilizing GPUs? Unraveling the Mystery of nn.Parallel and Single-GPU Usage… Data Parallelism & Model Parallelism
Yết Kiêu, whose real name was Phạm Hữu Thế, was born into a poor family in a village. When he was eight years old, his father suddenly passed away. From then on, he and his… The Life and Love stories of Yết Kiêu – the Legendary Water King in Vietnamese history and his buddy – Dã Tượng
How to load .nii using monai To load a .nii or .nii.gz file using MONAI, you typically use LoadImaged (for dict-style data) or LoadImage (for raw image loading). ✅ Option 1: Quick Load with LoadImage… How to load MRI images using monai
Your Shirt is on Fire A wealthy old man had a servant who was quite impulsive—he spoke whatever came to mind, wherever part of the stories he was, without any beginning or end to his… Funny Vietnamese folk tales
Harnessing the power of Google’s state-of-the-art generative AI models, Imagen 4 for image creation and Google Veo for video production, is now more accessible than ever through the Vertex AI platform. By leveraging the Vertex… Generate Images and Videos at Low Cost with Vertex AI
Generative models represent a cornerstone of modern artificial intelligence, aiming to learn the underlying probability distribution of a given dataset and subsequently synthesize novel samples indistinguishable from genuine data. Recent years have witnessed transformative advancements… A Comparative Analysis of Latent Diffusion Models and Conditional Flow Matching
An MRI scan often produces many .nii (NIfTI) files because of the complexity and richness of MRI data. To follow this post, one can download the BraTS dataset on Kaggle. Here’s a breakdown of why… Understanding MRI scan outputs and viewing them with FSL
MONAI is an open-source framework designed for deep learning in medical imaging. MONAI (Medical Open Network for AI) is an open-source, community-supported framework built on PyTorch, specifically designed to accelerate and streamline the development, training,… MONAI-Medical Open Network for Artificial Intelligence
When Nguyễn Trãi joined the Lam Sơn uprising, he proposed a brilliant plan to spread the reputation of the rebel army. Nguyễn Trãi had the clever idea of using animal fat to write eight words… The legendary scholar and strategist Nguyen Trai and the Legend of the snake’s revenge
From Dragons to the Guom Pond Turtle, let us uncover the rich tapestry of myth and legend that permeates Vietnamese folklore. In this culture, dragons are not merely symbols of power and strength; they embody… Exploring the Significance of Fantasy Creatures/Goddess in Vietnamese Culture: From Dragons to the Guom Pond Turtle
An Introduction to Flow Matching Flow Matching is a powerful and relatively new framework for training generative models. It has quickly become a state-of-the-art method, rivaling and in many cases surpassing established techniques like diffusion… An Introduction to Flow Matching and Conditional Flow Matching
Missing data presents a significant obstacle in numerous analytical endeavors, compromising the integrity of datasets and the reliability of subsequent model-driven insights. Data imputation techniques aim to address this by estimating and replacing these absent… Transfer Learning for Enhanced Data Imputation: A Comprehensive Review of Applications, Recent Research, and Practical Resources
Dealing with real-world data often means confronting the challenge of irregular sampling in multivariate time series. Unlike their neatly ordered counterparts, these datasets feature observations recorded at non-uniform intervals, with different variables potentially measured at… Navigating the Complexities of Incomplete Data: A Guide to Methods for Irregularly Sampled Multivariate Time Series
1. Introduction: The Imperative for Efficiency in Adapting Foundational Models for Medical Imaging The advent of foundation models, pre-trained on extensive and diverse datasets, has marked a significant turning point in artificial intelligence, with profound… Parameter-Efficient Fine-Tuning: A New Paradigm for Advancing Medical Image Analysis
Phạm Ngũ Lão was a famous general during the Trần Dynasty in Vietnam, well-known for his victories throughout three king that he served and that he has never been defeated in any battle. But unlike… The Legend of Phạm Ngũ Lão – The Basket-Weaving Hero- the Undefeatable General of the Tran dynasty
Below are multiple-choice questions designed to help identify and understand common writing issues in research papers. Each question presents a sentence or short passage with a writing issue, and the choices highlight the specific problem.… Multiple-choice Quizzes for Common Writing Issues in Research Papers
Kristiansand, Norway, is a beautiful coastal city with plenty of attractions to explore! Here are some top places to visit: 1. Kristiansand Dyrepark Kristiansand Dyrepark is Norway’s largest and most famous zoo and amusement park,… Places to visit in Kristiansand, Norway
When it comes to impressive architectural landmarks, one cannot overlook One Pillar Pagoda in Ha Noi. In 2012, the Asia Book of Records officially recognized it as the “Most Unique Architectural Pagoda in Asia.” The… One Pillar Pagoda, Ho Chi Minh’s Mausoleum and nearby attractions
The Imperial Citadel of Thăng Long is a historic fortress in Hanoi, Vietnam, built in 1010 by Emperor Lý Thái Tổ when he moved the capital from Hoa Lư to Đại La, renaming it Thăng… Imperial Citadel of Thang Long and the stories King Ly Thái Tổ and the ending of Le dynasty
The robots.txt file is a simple text file that lives in your website’s root directory and tells search engine crawlers which parts of your site they can or cannot access. It’s like a set of… What’s Robots.txt for WordPress websites and potential issues
Grad-CAM, which stands for Gradient-weighted Class Activation Mapping, is a technique used in artificial intelligence (AI) to understand and visualize how a Convolutional Neural Network (CNN) makes its predictions, particularly in computer vision tasks. It… Grad-CAM: definitions, applications and drawbacks