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Gradient Descent: The Algorithm Behind All of AI
Last Updated: December 11, 2025
Ashish Pratap Singh
9 min read
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What Problem Does Gradient Descent Solve?
What is Gradient Descent?
The Mathematics (Simplified)
How Gradient Descent Works: Step by Step
Visualizing the Loss Landscape
Three Variants of Gradient Descent
The Learning Rate: Most Important Hyperparameter...
Learning Rate Schedules
Common Problems and Solutions
Modern Optimizers
Gradient Descent in Deep Learning
Putting It All Together: A Training Loop
Key Takeaways
Further Reading
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