Python Archives - Sinfa Consulting: Data Science & AI Consulting

Improving Sequential Recommender Systems with AutoMLP: A Solution to Long/Short-Term Interest Identification

In recent years, sequential recommender systems have emerged as a popular approach for providing personalized recommendations to users. These systems take into account the order in which items are consumed by users, enabling them to identify long-term and short-term interests of users and predict their future preferences accurately. However, while sequential recommender systems have proven …

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Optimizing Machine Learning Models with Genetic Algorithms in Python

One of the key challenges in machine learning is finding the optimal set of parameters for a given model. This can be a time-consuming and computationally expensive task, especially for models with a large number of parameters. Genetic algorithms provide a powerful and efficient solution for optimizing machine learning models by mimicking the process of …

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Using ALS to Predict Song Ratings in Python

Introduction In recent years, music streaming platforms such as Spotify and Apple Music have become increasingly popular. As a result, there is a growing need to analyze and predict the ratings of songs in order to improve the user experience and recommend the most relevant songs. In this post, we will discuss how to use …

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Data Science in Real Estate

Data science is a subject that combines mathematics and science to be able to use as a guide to decision making and strategic planning. Data science works hand in hand with Artificial Intelligence (AI), and has various advantages for the real estate industry. These days many AI techniques are being introduced and implemented by real …

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