Creating a Simple Machine Learning Model in HTML
In this article, we will walk through the process of building a basic machine learning model without using any CSS styles. We will use HTML to structure our project and JavaScript to implement the machine learning algorithms.
Setting Up the Project
First, create a new HTML file and save it with a relevant name, such as `ml-model.html`. Open the file in a text editor and add the necessary HTML tags:
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Next, let’s import any required libraries. In this example, we will use TensorFlow.js, a JavaScript library for machine learning:
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Creating the Data
For the purpose of this example, we will create a simple dataset of x and y values:
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Building the Model
Now, let’s create a simple linear regression model using TensorFlow.js:
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Training the Model
Train the model using the data we created earlier:
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Predicting with the Model
Finally, let’s predict a value using the trained model:
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With these simple steps, you’ve now built a basic machine learning model using HTML and JavaScript. While this example is very basic, it demonstrates the concept of creating a machine learning model without relying on CSS styles or external libraries.
You can expand this project by increasing the complexity of the dataset, adding more layers to the model, or experimenting with different optimization algorithms. Happy learning!