Hakan YuceturkOptimizing Success: A Dive into Optuna’s Key FunctionsIn the ever-evolving landscape of machine learning, finding the optimal set of hyperparameters for a model can be akin to searching for a…Oct 21, 2023Oct 21, 2023
Hakan YuceturkFrom Roots to Leaves: Exploring Decision Tree Algorithms, Random Forests, and Related Techniques in…Decision trees are powerful algorithms used in machine learning for making decisions based on a set of conditions. With a visual…Apr 4, 2023Apr 4, 2023
Hakan YuceturkThe Art of Balancing: Overcoming Overfitting in Machine LearningMachine learning models are powerful tools for predicting outcomes based on data. However, one common challenge that data scientists face…Mar 17, 2023Mar 17, 2023
Hakan YuceturkMastering Model Evaluation: Essential Techniques for Perfecting Your Machine Learning ModelsAs the use of machine learning continues to grow, so does the importance of evaluating the effectiveness of these models. Model evaluation…Mar 17, 2023Mar 17, 2023
Hakan YuceturkUnleashing the Power of Feature Extraction in Data ScienceData is everywhere, and its potential is limitless. However, making sense of it requires a deep understanding of its structure and content…Feb 27, 2023Feb 27, 2023
Hakan YuceturkML| Label Encoding in Data ScienceLabel encoding is a crucial technique for converting categorical data into numerical data in data science. In this article, we will explore…Feb 24, 2023Feb 24, 2023
Hakan YuceturkImportance of A/B Testing and Implementing A/B Test in PythonA/B testing is a user experience research methodology. This method compares two iterations of a website or application to see which…Nov 19, 2022Nov 19, 2022
Hakan YuceturkCustomer Relationship Management (CRM), RFM Analysis, and Calculating Customer Lifetime ValueA customer is essentially seen as a source of money in the customer lifetime value calculation. Therefore, the marketing emphasis shifts to…Oct 31, 2022Oct 31, 2022
Hakan YuceturkImportance Of Data Types in Machine LearningA subfield of artificial intelligence (AI) and computer science called machine learning focuses on using data and algorithms to simulate…Oct 18, 2022Oct 18, 2022