Deep-ML

My machine learning practice from Deep-ML. Every solution here was written by hand.

39 solved · 39 problems · 0 labs · 0 math

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Problems

	Difficulty	Solved
Calculate Number of Parameters in Neural Network	easy	2026-09-11	solution
Calculate Root Mean Square Error (RMSE)	easy	2026-08-05	solution
Compute Multi-class Cross-Entropy Loss	easy	2026-09-16	solution
Derivatives of Activation Functions	easy	2026-09-16	solution
Feature Scaling Implementation	easy	2026-08-06	solution
Generate a Confusion Matrix for Binary Classification	easy	2026-08-14	solution
Implement Binary Cross-Entropy Loss	easy	2026-08-10	solution
Implement Gini Impurity Calculation for a Set of Classes	easy	2026-08-23	solution
Implement Gradient Clipping by Value	easy	2026-09-19	solution
Implement Precision Metric	easy	2026-08-13	solution
Implement Recall Metric in Binary Classification	easy	2026-08-14	solution
Implement ReLU Activation Function	easy	2026-09-10	solution
Implement ReLU and Leaky ReLU	easy	2026-09-10	solution
Implement Ridge Regression Loss Function	easy	2026-08-30	solution
Implement the Hard Sigmoid Activation Function	easy	2026-08-10	solution
Implement Weight Decay as L2 Regularization	easy	2026-09-17	solution
Implementation of Log Softmax Function	easy	2026-09-11	solution
Leaky ReLU Activation Function	easy	2026-09-10	solution
Linear Learning Rate Decay	easy	2026-09-16	solution
Linear Regression Using Gradient Descent	easy	2026-08-07	solution
Linear Regression Using Normal Equation	easy	2026-08-07	solution
Sigmoid Activation Function Understanding	easy	2026-08-10	solution
Single Neuron	easy	2026-09-09	solution
Softmax Activation Function Implementation	easy	2026-09-11	solution
Calculate Number of Parameters in Neural Network	medium	2026-09-11	solution
Decision Tree Pruning with Cost-Complexity	medium	2026-08-23	solution
Derivative of Cross-Entropy Loss w.r.t. Logits	medium	2026-09-17	solution
Entropy & Cross-Entropy	medium	2026-08-10	solution
Find the Best Gini-Based Split for a Binary Decision Tree	medium	2026-08-23	solution
Gradient Clipping by Global Norm	medium	2026-09-19	solution
Gradient Clipping by Norm	medium	2026-09-19	solution
Implement Adam Optimization Algorithm	medium	2026-09-16	solution
Implement Gradient Descent Variants with MSE Loss	medium	2026-09-13	solution
Implement Stratified Train-Test Split	medium	2026-08-05	solution
Implementing Basic Autograd Operations	medium	2026-09-13	solution
Simple Convolutional 2D Layer	medium	2026-10-21	solution
Single Neuron with Backpropagation	medium	2026-09-09	solution
Stochastic Gradient Descent Step for Linear Regression	medium	2026-08-16	solution
Train Logistic Regression with Gradient Descent	hard	2026-09-28	solution

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