"PaddlePaddle: From Beginner to 'Alchemy Master' (2) - Calculating 1+1"

This chapter introduces how to perform simple tensor operations and variable operations using the PaddlePaddle Fluid version. First, two constant tensors x1 and x2 with shape [2, 2] and value 1 are defined using the `fill_constant()` function, and then their sum is calculated using the `sum()` function. Next, a CPU executor is created and parameters are initialized, finally outputting the result [[2, 2], [2, 2]]. Then, it demonstrates how to perform operations using variables, which is defined in `variable_sum.py`.

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"PaddlePaddle from Beginner to Alchemy" Part 3 - Linear Regression

Thank you for sharing this detailed tutorial, which helps readers understand how to use PaddlePaddle for linear fitting. Here are some supplementary and improvement suggestions to better assist readers: ### 1. **Initialize the Environment** Ensure that the PaddlePaddle library is installed before starting. You can install it using the following command: ```bash pip install paddlepaddle ``` ### 2. **Import Necessary Libraries** Make sure to explicitly import the required libraries and modules in the code.

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"PaddlePaddle from Beginner to 'Alchemy' (Refined Version)" Part 4 - Convolutional Neural Networks

This tutorial provides a detailed introduction to training and predicting a handwritten digit recognition model using the PaddlePaddle framework. Below is a summary and further explanation of the key steps: ### 1. Preparing the Dataset First, the MNIST dataset is obtained from PaddlePaddle using the `fetch MNIST data` command. It is a widely used dataset for training machine learning models. ```python import paddle.v2 as paddle from paddle.v2.da ``` (Note: The code snippet appears truncated in the original input. The translation assumes the standard MNIST loading syntax in PaddlePaddle v2, though the full code may require additional imports or dataset initialization steps not visible in the provided snippet.)

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"PaddlePaddle from Beginner to Alchemy" — Installation of the New Version of PaddlePaddle

This tutorial provides a detailed introduction to installing PaddlePaddle on Ubuntu and Windows systems, along with basic usage methods. Below is a summary of each section and some supplementary information: ### Installing PaddlePaddle on Ubuntu 1. **Add the PaddlePaddle repository:** ```bash sudo add-apt-repository "deb http://mirrors.aliyun.com ``` (Note: The original input was cut off at the end of the code block. The translation assumes the repository URL is incomplete as provided.)

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