Uplatz is a global IT Training & Consulting company
Executive Summary The relentless advance of artificial intelligence has ignited a new and fiercely contested arms race, not for munitions, but for computational power. For years, this landscape has been Read More …
Executive Summary This report provides a comprehensive architectural and economic analysis of the two dominant high-performance memory technologies, High Bandwidth Memory (HBM) and Graphics Double Data Rate (GDDR). It frames Read More …
Executive Summary Decentralized Physical Infrastructure Networks (DePIN) represent a fundamental paradigm shift in how physical infrastructure is financed, deployed, and operated. This model transitions from a capital-intensive, centralized approach to Read More …
Executive Summary The proliferation of artificial intelligence has catalyzed a fundamental architectural shift in consumer electronics, moving beyond the traditional paradigms of Central Processing Units (CPUs) and Graphics Processing Units Read More …
The Anatomy of LLM Inference and Its Intrinsic Bottlenecks The deployment of Large Language Models (LLMs) in production environments has shifted the focus of the machine learning community from training-centric Read More …
Introduction: The Shifting Landscape of Sequence Modeling The field of sequence modeling was fundamentally reshaped in 2017 with the introduction of the Transformer architecture. Its core innovation, the self-attention mechanism, Read More …
Section 1: The Imperative for Model Compression in the Era of Large-Scale AI 1.1 The Paradox of Scale in Modern AI The contemporary landscape of artificial intelligence is dominated by Read More …
Executive Summary The selection of hardware for training deep learning models has evolved into a critical strategic decision, with Graphics Processing Unit (GPU) and Tensor Processing Unit (TPU) representing two Read More …
Section 1: Introduction – The Evolution of Parallel Graphics Processing 1.1 The Foundational Premise of Multi-GPU Scaling The principle of multi-GPU (Graphics Processing Unit) scaling is rooted in the fundamental Read More …
Section 1: The Cryptographic Primitive of Provable Delay Verifiable Delay Functions (VDFs) represent a novel and powerful cryptographic primitive designed to introduce a mandatory, provable time delay into computational processes.1 Read More …