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I have run this command , it is python utils/build_bundle.py && python utils/validate_questions.py running successfully. I have written code for Gaussian Mixture Model for regression.

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looks good, just one small issue with the learn section

## **1. What’s a Gaussian Process?**
A **Gaussian Process** defines a distribution over functions \( f(\cdot) \). For any finite set of inputs \(X=\{x_i\}_{i=1}^n\), the function values \(f(X)\) follow a multivariate normal:

\[
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the learn section should use $$ and $ for formulas, you could check out the other learn sections to see how it is done

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i have used $ for inline mathematical expression and similarly $$ for multi line expression, check it out and let me know is there anything else to resolve

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looks great, just some small notes

gp.fit(X_train, y_train)
X_test = np.array([[3.0]])
mu = gp.predict(X_test)
print(f"{mu[0]:.4f}")
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remove print statements

}
# Re-fit with optimal hyperparameters
self.fit(self.X_train, self.y_train)
print("Optimized Hyperparameters:", self.kernel_params)
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remove print

@@ -0,0 +1,15 @@
{
"id": "175",
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make the ID 186

{
"id": "175",
"title": "Gaussian Process for Regression",
"difficulty": "medium",
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make it hard

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@Coder1010ayush Coder1010ayush Oct 10, 2025

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I have made all the above changes , change id to 186 and folder name also changed accordingly and removed all the print statement.

…with 186_ and also removed all the print statement
@Coder1010ayush Coder1010ayush requested a review from moe18 October 12, 2025 18:40
@moe18 moe18 merged commit 2fefe1c into Open-Deep-ML:main Oct 13, 2025
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2 participants