Data science

Mastering Gradient Checkpoints in PyTorch: A Comprehensive Guide

September 30, 2024 | azhar

Gradient checkpointing has emerged as a pivotal technique in deep learning, especially for managing memory constraints while maintaining high model performance. In the rapidly evolving field of AI, out-of-memory (OOM) errors have long been a bottleneck for many projects. Gradient checkpointing, particularly in PyTorch, offers an effective solution by optimizing ...
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Understanding Critical Value vs. P-Value in Hypothesis Testing

September 22, 2024 | azhar

In the realm of statistical analysis, critical values and p-values serve as essential tools for hypothesis testing and decision making. These concepts, rooted in the work of statisticians like Ronald Fisher and the Neyman-Pearson approach, play a crucial role in determining statistical significance. Understanding the distinction between critical values and ...
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How to Classify Images with AI Using a Pretrained Model

September 21, 2024 | azhar

In the era of AI, image classification has become an essential tool for a wide range of industries. Whether it’s for identifying objects in photographs or analyzing complex visual data, pretrained AI models can simplify the process and deliver accurate results. In this post, we’ll explore how to ... [...Read more...]
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