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Harsimranjit Singh

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Enhancing Support Vector Machines for Non-Linear Classification with Kernel Functions

Enhancing Support Vector Machines for Non-Linear Classification with Kernel Functions

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7 min read
Support Vector Machines: From Hard Margin to Soft Margin

Support Vector Machines: From Hard Margin to Soft Margin

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11 min read
Exploring the Depths of Support Vector Machines: Hard Margin SVM

Exploring the Depths of Support Vector Machines: Hard Margin SVM

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4 min read
Exploring the Depths of Support Vector Machines: Hard Margin SVM

Exploring the Depths of Support Vector Machines: Hard Margin SVM

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4 min read
ROC-AUC Curve in Machine Learning

ROC-AUC Curve in Machine Learning

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2 min read
Maximum Likelihood Estimation with Logistic Regression

Maximum Likelihood Estimation with Logistic Regression

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3 min read
Understanding Logistic Regression

Understanding Logistic Regression

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3 min read
Elastic Net Regularization: Balancing Between L1 and L2 Penalties

Elastic Net Regularization: Balancing Between L1 and L2 Penalties

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2 min read
Polynomial Regression: Exploring Non-Linear Relationships

Polynomial Regression: Exploring Non-Linear Relationships

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3 min read
Understanding Lasso Regularization: Enhancing Model Performance and Feature Selection

Understanding Lasso Regularization: Enhancing Model Performance and Feature Selection

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2 min read
Bias and Variance Tradeoff

Bias and Variance Tradeoff

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2 min read
Gradient Descent: Optimizer Behind Machine Learning

Gradient Descent: Optimizer Behind Machine Learning

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4 min read
Multiple Linear Regression - Beyond the line

Multiple Linear Regression - Beyond the line

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2 min read
Secrets of Regression Evaluation - A Guide to Common Metrics

Secrets of Regression Evaluation - A Guide to Common Metrics

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2 min read
Ordinary Least Squares in Simple Linear Regression - Unveiling the Math Behind the Line

Ordinary Least Squares in Simple Linear Regression - Unveiling the Math Behind the Line

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3 min read
Understanding Simple Linear Regression: Predicting with straight lines

Understanding Simple Linear Regression: Predicting with straight lines

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2 min read
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