Making programmers awesome at machine learning
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Using Machine Learning in Customer Segmentation

In the past, businesses grouped customers based on simple things like age or gender. Now, machine learning has changed this process. Machine learning algorithms can analyze large amounts of data. In this article, we will explore how machine learning improves customer segmentation. Introduction to Customer Segmentation Customer segmentation divides customers...

Fri Jul 19, 2024 17:59
Tips for Effectively Training Your Machine Learning Models

In machine learning projects, achieving optimal model performance requires paying attention to various steps in the training process. But before focusing on the technical aspects of model training, it is important to define the problem, understand the context, and analyze the dataset in detail. Once you have a solid grasp of the problem and data, […]...

Mon Jul 15, 2024 14:56
Principles of Reinforcement Learning: An Introduction with Python

Reinforcement Learning (RL) is a type of machine learning. It trains an agent to make decisions by interacting with an environment. This article covers the basic concepts of RL. These include states, actions, rewards, policies, and the Markov Decision Process (MDP). By the end, you will understand how RL works. You will also learn how […] The post...

Wed Jul 10, 2024 15:34
5 Tips for Getting Started with Deep Learning

Deep learning is a subset of machine learning that has become a cornerstone in many technological breakthroughs. At the core of deep learning, it’s a model inspired by the human brain, which we call a neural network. Contrary to the traditional machine learning model, deep learning can automatically find feature representations from data. That’s why...

Tue Jul 9, 2024 17:15
Tips for Effective Feature Engineering in Machine Learning

Feature engineering is an important step in the machine learning pipeline. It is the process of transforming data in its native format into meaningful features to help the machine learning model learn better from the data. If done right, feature engineering can significantly enhance the performance of machine learning algorithms. Beyond the basics of...

Fri Jul 5, 2024 18:43
5 Common Mistakes in Machine Learning and How to Avoid Them

Using machine learning to solve real-world problems is exciting. But most eager beginners jump straight to model building—overlooking the fundamentals—resulting in models that aren’t very helpful. From understanding the data to choosing the best machine learning model for the problem, there are some common mistakes that beginners often tend to make....

Tue Jul 2, 2024 15:31

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