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• 1 、[Personal Notes] Common English for Alchemy

[Personal Notes] Common English for Alchemy

1. In the process of alchemy, using English has become an indispensable skill. The following are some commonly used English words, which are divided into positive words, derogatory words and neutral words based on their nature.

2. How to Train Network: Alchemy Guide Training neural networks (commonly known as "alchemy") requires a systematic process and detailed debugging. The following four aspects are discussed: problem analysis, training analysis, Hardcase analysis, and over-parameter optimization, combined with specific methods and precautions to help efficiently complete network training.

3. Generate sweep ID: Initialize the sweep process by running a specific script to generate a unique sweep ID. Experimental tracking: Use wandb.run to track the experiment and ensure that the indicator name is consistent with the sweep configuration for subsequent analysis. Results viewing and analysis: Results display: After the experiment is over, users can view the search results on wandb.ai/home.

4. Introduction to Deep Learning Notes 08: Try alchemy softmax regression Overview: Softmax regression is one of the cornerstones of deep learning, especially widely used in multi-classification problems. It calculates the output from the model expression Y = X·W + b, where X is the input, W is the weight matrix, b is the bias, and Y is the output.