training

Solving the Human Training Data Problem

Practice Makes Passing in computer science was anything but easy. I vividly remember reaching a breaking point around the top of the tenth week of my first semester. With just a couple of weeks...

Recent method could increase LLM training efficiency

Reasoning large language models (LLMs) are designed to resolve complex problems by...

AWS vs. Azure: A Deep Dive into Model Training – Part 2

In Part 1 of this series, how Azure and AWS take fundamentally different approaches to machine learning project management and data storage. Azure ML uses a workspace-centric structure with user-level role-based access control (RBAC),...

Azure ML vs. AWS SageMaker: A Deep Dive into Model Training — Part 1

(AWS) are the world’s two largest cloud computing platforms, providing database, network, and compute resources at global scale. Together, they hold about 50% of the worldwide enterprise cloud infrastructure services market—AWS at 30%...

Optimizing Data Transfer in Distributed AI/ML Training Workloads

a part of a series of posts on optimizing data transfer using NVIDIA Nsight™ Systems (nsys) profiler. Part one focused on CPU-to-GPU data copies, and part two on GPU-to-CPU copies. On this post, we turn our attention...

Data Poisoning in Machine Learning: Why and How People Manipulate Training Data

missed but hugely vital a part of enabling machine learning and subsequently AI to operate. Generative AI corporations are scouring the world for more data continuously because this raw material is required in...

Why Your ML Model Works in Training But Fails in Production

, I worked on real-time fraud detection systems and suggestion models for product corporations that looked excellent during development. Offline metrics were strong. AUC curves were stable across validation windows. Feature importance plots told...

Federated Learning, Part 1: The Basics of Training Models Where the Data Lives

I the concept of federated learning (FL) through a comic by Google in 2019. It was a superb piece and did a fantastic job at explaining how products can improve without sending user...

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