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Machine Learning Essays

Business and Technical Requirements for Homebuying Process Enhancement Through Conceptual Modeling and Machine Learning

Introduction  Recently, machine learning (ML) to improve business processes has become a medium with which decision-making and strategic planning can be actualized. The ML systems will have a lot of advantages based on effectiveness, accuracy, and prediction after being fully integrated into the respective sectors. For example, Lukyanenko et al. (2019) thoroughly explain how conceptual ... Read More
Pages: 4       Words: 829
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Predicting Health Insurance Charges Through Data-Driven Models for Premium Pricing

Introduction The rising costs of medical care create a challenge for the health insurance industry to maintain an affordable premium amount (Wang et al., 2019). Traditionally, companies build general premiums by not considering the specific needs concerning the health condition of the individual. This can result in the following year’s premiums that do not accurately ... Read More
Pages: 7       Words: 1783

Forecasting Financial Data Using Recurrent Neural Networks (RNNs)

Introduction In this era of financial market evolution, accurate prediction of financial indices such as the stock market is significant to the traditional investors, stock traders, and financial analysts. The uncertainties of market intricacies often need to be explained due to their complexity, that incorporates various unpredictable elements, making the task not easy. Despite these ... Read More
Pages: 12       Words: 3194

A Data-Driven and Connected World: Big Data, Machine Learning and Internet of Things (IoT)

Introduction The world is becoming digitalized and connected, leading to the integration of big data, machine learning and the Internet of Things, which are the revolutionizing factors in almost all industries across the globe. Today, the digital world is such an environment that technology is becoming more and more important as a means of reshaping ... Read More
Pages: 7       Words: 1868

Artificial Intelligence and Machine Learning in Lending at the International Monetary Fund (Imf)

Abstract This research analyses the use of artificial intelligence (AI) and machine learning (ML) in the technology division of Tata Motors, a prominent Indian multinational car manufacturing firm. This paper aims to provide a thorough market analysis of the FinTech sector in the technology product cluster. It will specifically focus on the roles played by ... Read More
Pages: 13       Words: 3363

Machine Learning in Drug Development for Neurodegenerative Diseases

Neurodegeneration-related diseases are noticeably a problem in global public health. They affect people of different ages with conditions like Parkinson’s disease, Alzheimer’s disease, and several genetic neurologic disorders being experienced by millions of people across the globe. These diseases remain with a wide range of intake difficulties because of the unclear etiology and the current ... Read More
Pages: 5       Words: 1225

Benefits and the Dangers of AI in Today’s Society

Artificial intelligence (AI) technologies are far beyond reach nowadays, and they have positive side effects along with some criticism as well. We will dive into two sections of the essay, considering both sides. In this, we will see the positive side of AI, where it brings transformation to different sectors, and also look at the ... Read More
Pages: 5       Words: 1110

Advancements in Disaster Response: A Comprehensive Analysis of Technological Innovations and Their Impact on Emergency Management

Abstract In today’s fast-developing disasters and escalating humanitarian crises worldwide, applying technological innovations to improve disaster prevention, response, and community resilience has become extremely important (Jafari et al., 2019). This research analyzes emerging technologies such as artificial intelligence, machine learning, blockchain, crowdsourcing platforms, satellite systems, drones, and advanced communication devices. The study analyzes how real-time tracking, predictive ... Read More
Pages: 14       Words: 3628

Equity in Educational Modelling

This research investigates the educational achievement of middle school students in science disciplines. It will examine the impact of demographic factors, including race and gender, on their performance. We aim to identify at-risk students without compromising fair access to educational possibilities by adopting machine learning models such as decision trees and fairness-boasting decision trees. This ... Read More
Pages: 9       Words: 2409

Using Generative AI for Malware Behavior Analysis

A Brief Overview Including Relevance and Significance:  The modern world is grappling with increasing cybersecurity attacks, with experts calling for implementing cutting-edge defense mechanisms to combat the threats. A notable case of how Malware can adversely impact an organization is the recent attack on Etisalat, Emirates Telecommunication Group Company. The Lockbit group-led attack shows the ... Read More
Pages: 9       Words: 2256

Enhancing Cybersecurity in Healthcare IoT Systems: A Machine Learning Approach for Intrusion Detection

Executive summary The paper is devoted to the emerging cybersecurity issues in healthcare systems, highlighting the special attention paid to Internet of Things (IoT) devices for patient remote monitoring. The target domain is to create a well-built inline security detection device (IDS) to maintain data confidentiality and integrity. The authors did a thorough literature review ... Read More
Pages: 13       Words: 3409

Solutions to Social Media Manipulation

Introduction Since the advent of social media in the late 1900s, its proliferation has unfolded at an unprecedented rate, making it an indispensable constituent of modern life. In two decades, social media has experienced a colossal evolution, shifting from exchanging direct electronic data to retail (e-commerce) to virtual space and one of the unequaled marketing ... Read More
Pages: 6       Words: 1546

Amazon Instrument Review Sentiment Analysis

Musical instruments cover many kinds of products that can be obtained in the domain and range from guitars to keyboards to drums to brass instruments. Music instruments play an essential role in several industries, especially in the production of music, performance, education, and entertainment. Music instruments allow people to express their creativity, explore their musical ... Read More
Pages: 10       Words: 2615

New Emerging Technologies and Their Impact on Organization

Introduction Technology has produced a culture in which new inventions are constantly changing our daily routines, jobs, and how we interact with one another. Many of these technological improvements are excellent; they enhance our quality of life, increase productivity, and provide us with more access to necessities. This article examines how developing technologies such as ... Read More
Pages: 4       Words: 1068
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