Machine Learning Consulting Archives - Sinfa Consulting: Data Science & AI Consulting

Understanding the Lee-Carter Algorithm for Mortality Forecasting

Mortality forecasting is a critical component of actuarial science, public policy, and social sciences. It helps decision-makers understand and plan for the impact of changing mortality patterns on various aspects of society. One of the most influential methods for mortality forecasting is the Lee-Carter algorithm, developed by Ronald Lee and Lawrence Carter in 1992. The …

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Modeling Multiple User Interests using Hierarchical Knowledge for Conversational Recommender System

In today’s world, e-commerce has become an integral part of our lives, and the success of these platforms relies on providing personalized recommendations to users. Recommender systems, therefore, play a crucial role in providing these personalized recommendations, and are used extensively in various industries, including music, movies, and online shopping. Recommender systems utilize users’ past …

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Leveraging SENet for More Accurate Financial Forecasting

Introduction Financial forecasting is a critical component of any business’s financial planning. The accuracy of these forecasts is essential for the decision-making process in the financial industry. In recent years, there has been a significant increase in the use of machine learning algorithms to make financial predictions. One such technology is SENet, which is being …

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The Power of BERT and Convolutional Networks in Sentiment Analysis

Sentiment analysis, also known as opinion mining, is a field of Natural Language Processing (NLP) that involves the study of the emotions, opinions, and attitudes expressed by people in written text. It is a crucial task in the field of NLP and has wide-ranging applications in areas such as marketing, customer service, and politics. With …

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