Uplatz is a global IT Training & Consulting company
1. Introduction: The Evolution of General-Purpose GPU Computing The trajectory of high-performance computing (HPC) was fundamentally altered with the introduction of the Compute Unified Device Architecture (CUDA) by NVIDIA in Read More …
1. Introduction: The Crisis in Classical Statistical Learning Theory For the latter half of the 20th century, the theoretical understanding of machine learning and statistical estimation was dominated by the Read More …
1. Introduction: The Post-Training Paradigm and the Alignment Challenge The contemporary landscape of artificial intelligence has been irrevocably altered by the emergence of Large Language Models (LLMs) trained on datasets Read More …
1. Introduction: The Unreasonable Effectiveness of Overparameterization The theoretical understanding of deep neural networks has undergone a fundamental transformation over the last decade. Historically, statistical learning theory relied on concepts Read More …
1. Introduction: The Post-Training Paradigm and the Alignment Challenge The contemporary landscape of artificial intelligence has been irrevocably altered by the emergence of Large Language Models (LLMs) trained on datasets Read More …
1. Introduction: The Efficiency Paradox in the Era of Massive Scaling The trajectory of artificial intelligence in the mid-2020s is defined by a distinct and growing tension between capability and Read More …
1. Introduction: The Paradigm Shift from Static Inference to Autonomous Orchestration The integration of Large Language Models (LLMs) into enterprise infrastructure has precipitated a fundamental transformation in computational architecture, marking Read More …