5 posts
What is the difference between a data scientist and an AI engineer? A comprehensive guide to both role definitions, daily work, required skills, and career path.
What is K-Means? K-Means clustering is an unsupervised machine learning algorithm that splits unlabeled data into K groups of similar points. This guide: a clear definition, how K-Means works, choosing K with the elbow method, the centroid idea, customer segmentation examples, K-Means vs hierarchical clustering, its limits, and FAQs.
What is data science? Data science is the discipline that turns raw data into knowledge and predictions to guide business decisions, using statistics, programming, and machine learning. This guide: a clear definition, why it matters, how the data analysis process works, what a data scientist does, the role of machine learning and Python, data science vs data analytics, Türkiye examples, KVKK, and FAQs.
What is data analytics? Data analytics is the discipline of processing raw data to extract meaningful patterns and decision-supporting insights. This guide: a clear definition, types of data analytics, data visualization, business intelligence, the difference from data science, examples, and FAQs.
Comprehensive Turkish guide for learning data science with Kaggle from zero to Master: platform structure (Notebooks, Competitions, Datasets, Models, Discussions), 5 progression tiers (Novice → Contributor → Expert → Master → Grandmaster), per-tier requirements + process, 20+ free Kaggle Learn courses, 6-month plan from first competition to first medal, ensemble + stacking + blending techniques, GPU/TPU notebook strategies, tabular vs CV vs NLP competition differences, Turkish Kaggle masters success stories, team formation tactics, code competitions, Notebooks tier separate path, dataset/discussion medal strategy, optimizing Kaggle profile for job hunting, 10 practical tips.