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  1. Gradient Descent Algorithm in Machine Learning - GeeksforGeeks

    Jul 11, 2025 · Gradient descent minimizes the Mean Squared Error (MSE) which serves as the loss function to find the best-fit line. Gradient Descent is used to iteratively update the weights …

  2. What is gradient descent? - IBM

    Gradient descent is an optimization algorithm which is commonly-used to train machine learning models and neural networks. It trains machine learning models by minimizing errors between …

  3. Gradient descent - Wikipedia

    Gradient descent is a method for unconstrained mathematical optimization. It is a first-order iterative algorithm for minimizing a differentiable multivariate function.

  4. Gradient Descent Explained: How It Works & Why It’s Key

    Feb 28, 2025 · Gradient Descent is the core optimization algorithm for machine learning and deep learning models. Almost all modern AI architectures, including GPT-4, ResNet and AlphaGo, …

  5. 3 Gradient Descent – 6.390 - Intro to Machine Learning

    One way to think about gradient descent is to start at some arbitrary point on the surface, see which direction the “hill” slopes downward most steeply, take a small step in that direction, …

  6. Gradient Descent: A Beginner-Friendly Guide to How Models Learn

    2 days ago · Gradient Descent: A Beginner-Friendly Guide to How Models Learn December 9, 2025 Most modern ML models—from simple regressions to deep neural networks—learn …

  7. What Is Gradient Descent? | Built In

    Aug 1, 2024 · Gradient descent is an optimization algorithm that’s used when training a machine learning model. It’s based on a convex function and tweaks its parameters iteratively to …

  8. Understanding Gradient Descent in AI/ML

    Jan 22, 2025 · Gradient Descent is an iterative optimization algorithm used to minimize a cost (or loss) function. It adjusts model parameters (weights and biases) step-by-step to reduce the …

  9. What Is Gradient Descent in Machine Learning? - Coursera

    Apr 29, 2025 · Within the gradient descent formula, the “gradient” is the slope of the cost function at a specific point. It shows the direction and rate of the steepest descent, using it to move …

  10. What is Gradient Descent in Machine Learning?

    Feb 21, 2025 · In simple terms, gradient descent is an optimisation algorithm used to minimise the cost function (or loss function) in a machine learning model. It adjusts the model’s parameters …