---
title: "Dhairya Patel (@PatelDhairya) | Hashnode"
description: "Life is journey they say well my road does seem to have a lot more bumps so I share them. Read the latest articles by Dhairya Patel on Hashnode."
url: "https://hashnode.com/@PatelDhairya"
---

@PatelDhairya

# Dhairya Patel

@PatelDhairya · Ahmedabad, Gujarat · Joined August 2025

Life is journey they say well my road does seem to have a lot more bumps so I share them

### [Day 17 – Understanding Support Vector Machines (SVMs)](https://dhairya-ai-dev.hashnode.dev/day-17-understanding-support-vector-machines-svms?utm_source=hashnode&utm_medium=feed)

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

2 min read · [dhairya-ai-dev.hashnode.dev](https://dhairya-ai-dev.hashnode.dev/day-17-understanding-support-vector-machines-svms?utm_source=hashnode&utm_medium=feed)

[Nov 11, 2025](https://hashnode.com/posts/day-17-understanding-support-vector-machines-svms/6912eda4eea2f9bb84c57195)

### [Day 16 – Gradient Boosting and XGBoost](https://dhairya-ai-dev.hashnode.dev/day-16-gradient-boosting-and-xgboost?utm_source=hashnode&utm_medium=feed)

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

2 min read · [dhairya-ai-dev.hashnode.dev](https://dhairya-ai-dev.hashnode.dev/day-16-gradient-boosting-and-xgboost?utm_source=hashnode&utm_medium=feed)

[Nov 10, 2025](https://hashnode.com/posts/day-16-gradient-boosting-and-xgboost/691246b89761ac8a40716cf5)

### [Day 15 – Ensemble Learning: Bagging, Random Forest & Boosting](https://dhairya-ai-dev.hashnode.dev/day-15-ensemble-learning-bagging-random-forest-and-boosting?utm_source=hashnode&utm_medium=feed)

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

2 min read · [dhairya-ai-dev.hashnode.dev](https://dhairya-ai-dev.hashnode.dev/day-15-ensemble-learning-bagging-random-forest-and-boosting?utm_source=hashnode&utm_medium=feed)

[Nov 9, 2025](https://hashnode.com/posts/day-15-ensemble-learning-bagging-random-forest-and-boosting/69104a89317602f0c76de976)

### [Day 14 – Hyperparameter Tuning with GridSearchCV & RandomizedSearchCV](https://dhairya-ai-dev.hashnode.dev/day-14-hyperparameter-tuning-with-gridsearchcv-and-randomizedsearchcv?utm_source=hashnode&utm_medium=feed)

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

2 min read · [dhairya-ai-dev.hashnode.dev](https://dhairya-ai-dev.hashnode.dev/day-14-hyperparameter-tuning-with-gridsearchcv-and-randomizedsearchcv?utm_source=hashnode&utm_medium=feed)

[Sep 15, 2025](https://hashnode.com/posts/day-14-hyperparameter-tuning-with-gridsearchcv-and-randomizedsearchcv/68c83cabcb14e0042631abfd)

### [Day 13 – Model Evaluation & Cross-Validation](https://dhairya-ai-dev.hashnode.dev/day-13-model-evaluation-and-cross-validation?utm_source=hashnode&utm_medium=feed)

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

2 min read · [dhairya-ai-dev.hashnode.dev](https://dhairya-ai-dev.hashnode.dev/day-13-model-evaluation-and-cross-validation?utm_source=hashnode&utm_medium=feed)

[Sep 8, 2025](https://hashnode.com/posts/day-13-model-evaluation-and-cross-validation/68bf061210ecdd86faff51f8)