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Posts in "Machine Learning"

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Supervised Learning: Learning with Labeled Data
Ertaç Paprat

Ertaç Paprat

July 22, 2023

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6 min read

Supervised Learning: Learning with Labeled Data

Supervised learning is a cornerstone of ML. This guide explains what it is, how it works with labeled data, common algorithms (like regression and classification), and real-world examples.

AI Machine Learning Supervised Learning Tutorials
What is Feature Engineering and Why is it Crucial for Model Performance?
Ertaç Paprat

Ertaç Paprat

June 19, 2023

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6 min read

What is Feature Engineering and Why is it Crucial for Model Performance?

Feature engineering is both an art and a science. Discover what it is, why it's crucial for model performance, and explore common techniques to transform raw data into powerful features.

Machine Learning Data Preprocessing Feature Engineering Core Concepts Tutorials
What is Data Cleaning and Why is it So Important in Machine Learning?
Ertaç Paprat

Ertaç Paprat

May 17, 2023

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5 min read

What is Data Cleaning and Why is it So Important in Machine Learning?

Dirty data can lead to flawed insights. Learn why data cleaning is a crucial first step in any data science or machine learning project and explore common cleaning techniques.

Data Science Machine Learning Data Preprocessing Tutorials
Key Concepts in Machine Learning: Features, Labels, and Models Explained
Ertaç Paprat

Ertaç Paprat

April 14, 2023

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5 min read

Key Concepts in Machine Learning: Features, Labels, and Models Explained

Understand the fundamental building blocks of Machine Learning: What are features, labels, and models? A clear explanation with simple examples for beginners.

AI Machine Learning Core Concepts Tutorials
AI vs. Machine Learning vs. Deep Learning: What's the Difference?
Ertaç Paprat

Ertaç Paprat

March 12, 2023

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7 min read

AI vs. Machine Learning vs. Deep Learning: What's the Difference?

Artificial Intelligence, Machine Learning, and Deep Learning are often used interchangeably, but they aren't the same. Understand the distinctions and relationships between these key tech terms.

AI Machine Learning Deep Learning Core Concepts Technology
What is Machine Learning? A Simple Explanation for Beginners
Ertaç Paprat

Ertaç Paprat

February 7, 2023

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4 min read

What is Machine Learning? A Simple Explanation for Beginners

Demystifying Machine Learning: Understand the core concepts of ML, how it works, and why it's transforming our world. A beginner-friendly guide.

AI Machine Learning Beginners Technology
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