The self-attention mechanism in Large Language Models (LLMs) is computationally intensive and memory-bound, posing significant challenges for inference on consumer-grade hardware. This research proposes a memory-aware optimization of CUDA kernels for the self-attention mechanism within the GPT-2 architecture, integrating Shared Memory Tiling, Streaming Softmax, and Kernel Fusion to minimize glo…
The number of outpatient visits in hospitals often fluctuates, making it difficult for hospital management to plan administrative services, particularly in managing patient queues, as well as the allocation of resources, especially administrative staff, effectively. Therefore, a prediction method is needed to estimate the number of patient visits in the future. This study aims to apply and comp…
Mathematics instruction on addition material for second-grade elementary school students requires engaging teaching material to improve students’ conceptual understanding. This study aims to develop a context-based E-Flipbook assisted by the Canva application and to evaluate its validity and practicality. The research employed a Research and Development (R&D) approach, utilizing a modified AD…
The development of a Heyzine flipbook-based digital teaching material on angles for fifth-grade students at SD Negeri 1 Talang Pangeran aimed to identify the development procedure, validity, and practicality of the teaching material. This research employed the Research and Development (R&D) method, using a modified ADDIE model with four stages: Analyze, Design, Development, and Implementation. …
This study aims to develop a pneumonia classification model on chest X-ray images using a Convolutional Neural Network with the DenseNet-121 architecture for early detection of lung diseases. The dataset consists of 5,856 images divided into training, validation, and testing sets. The research stages include preprocessing, image augmentation, model training using a progressive fine-tuning strat…
Buku ini membahas secara lengkap masalah kehutanan mulai dari hukum kehutanan, sejarah perkembangan perundang-undangan di bidang kehutanan, kedudukan yuridis kawasan hutan, pengusahaan hutan dll