Dhairya Patel (@PatelDhairya)

Day 17 – Understanding Support Vector Machines (SVMs)

Support Vector Machines classify data by finding optimal boundaries, using kernels, and tuning hyperparameters for accurate predictions

2 min readdhairya-ai-dev.hashnode.dev

Nov 11, 2025

Day 16 – Gradient Boosting and XGBoost

Gradient Boosting and XGBoost are powerful, optimized algorithms for reducing errors, known for speed and accuracy in machine learning competitions

2 min readdhairya-ai-dev.hashnode.dev

Nov 10, 2025

Day 15 – Ensemble Learning: Bagging, Random Forest & Boosting

Learn about ensemble learning techniques, including Bagging, Random Forest, and Boosting, to improve machine learning model performance

2 min readdhairya-ai-dev.hashnode.dev

Nov 9, 2025

Day 14 – Hyperparameter Tuning with GridSearchCV & RandomizedSearchCV

Use GridSearchCV and RandomizedSearchCV for hyperparameter tuning to optimize model accuracy and computation time

2 min readdhairya-ai-dev.hashnode.dev

Sep 15, 2025

Day 13 – Model Evaluation & Cross-Validation

Learn the importance of model evaluation and cross-validation in machine learning with tips on metrics, train-test split, and confusion matrices

2 min readdhairya-ai-dev.hashnode.dev

Sep 8, 2025

Dhairya Patel

About

Available for

Dhairya Patel's blogs

Day 17 – Understanding Support Vector Machines (SVMs)

Day 16 – Gradient Boosting and XGBoost

Day 15 – Ensemble Learning: Bagging, Random Forest & Boosting

Day 14 – Hyperparameter Tuning with GridSearchCV & RandomizedSearchCV

Day 13 – Model Evaluation & Cross-Validation

Dhairya Patel

About

Available for

Dhairya Patel's blogs

Day 17 – Understanding Support Vector Machines (SVMs)

Day 16 – Gradient Boosting and XGBoost

Day 15 – Ensemble Learning: Bagging, Random Forest & Boosting

Day 14 – Hyperparameter Tuning with GridSearchCV & RandomizedSearchCV

Day 13 – Model Evaluation & Cross-Validation

Dhairya Patel

About

Available for

Dhairya Patel's blogs

Day 17 – Understanding Support Vector Machines (SVMs)

Day 16 – Gradient Boosting and XGBoost

Day 15 – Ensemble Learning: Bagging, Random Forest & Boosting

Day 14 – Hyperparameter Tuning with GridSearchCV & RandomizedSearchCV

Day 13 – Model Evaluation & Cross-Validation

Search Hashnode

Dhairya Patel

About

Available for

Dhairya Patel's blogs

Day 17 – Understanding Support Vector Machines (SVMs)

Day 16 – Gradient Boosting and XGBoost

Day 15 – Ensemble Learning: Bagging, Random Forest & Boosting

Day 14 – Hyperparameter Tuning with GridSearchCV & RandomizedSearchCV

Day 13 – Model Evaluation & Cross-Validation