
Matthew McMullen
Bio
11+ Years Experience in machine learning and AI for collecting and providing the training data sets required for ML and AI development with quality testing and accuracy. Equipped with additional qualification in machine learning.
Stories (38)
Filter by community
Why Radiologist-Led Annotation Is the Foundation of Clinically Safe Medical AI
Artificial intelligence (AI) has shown significant potential in analyzing medical images and enhancing radiology workflows. However, in radiology, accuracy is not a luxury but a clinical necessity when models detect lesions in an MRI or quantify anatomical structures. Accuracy can be the difference between the right clinical decision and the wrong one. Annotation is an integral component of AI model development, and the only way to embed accuracy into these systems is by using high-quality labeled data curated, validated, and clinically guided by radiologists.
By Matthew McMullen about a month ago in Writers
Why Is In-Gaming Content Moderation Essential for Safe and Inclusive Play?
The global gaming market was valued at USD 249.55 billion in 2022 and is projected to reach USD 665.77 billion by 2030, growing at a compound annual growth rate (CAGR) of 13.1% from 2023 to 2030. When millions of players interact on multiplayer games, live chats, and user-generated content, the potential for toxic behavior, harassment, and non-compliance with legal requirements also rises. Lacking strong moderation mechanisms, gaming platforms can alienate gamers, harm brand reputation, and incur legal liabilities. Thus, effective content moderation is necessary for creating inclusive, respectful, and interesting virtual communities that engage players and encourage community growth.
By Matthew McMullen 7 months ago in Writers
Generative AI Applications in PropTech Backed by Quality Data
As PropTech keeps evolving, Generative AI (GenAI) is emerging as a revolutionary force, reshaping how the industry designs, constructs, lists, and assesses properties. GenAI in PropTech is reshaping the entire life cycle from improving building sustainability to optimizing mortgage processes and personalized property discovery. Its integration redefines experiences for investors, landlords, tenants, brokers, architects, builders, real estate consultants, and home finance providers. It enables smarter decision-making, streamlined operations, and a more adaptive real estate ecosystem.
By Matthew McMullen 8 months ago in Education
Redefining Logistics with the Power of AI and Data Annotation
Imagine a world where deliveries are on time, warehouses operate precisely, and supply chain disruptions are predicted before they occur. This is no longer an imagination, as AI is shaping this into reality in logistics.
By Matthew McMullen 11 months ago in Education
Human-in-the-Loop: Elevating LLMs with Human Expertise and Collaboration
Large language models have impressed the world with their human-level performance in generating high-quality text, translating languages, and many other NLP tasks. However, their output still requires validation for accuracy, reliability, and relevance. Despite their remarkable proficiency in matching or beating human performance, their output accuracy frequently necessitates human oversight.
By Matthew McMullen about a year ago in Journal
Data Ethics: The Foundation of Trustworthy AI
The world as we know it today stands at the crossroads of technology and ethics. Organizations and businesses must invest time and resources in data collection, usage, and storage. Data ethics or ethical considerations in data have become the determining factor in deciding the direction of the digital landscape.
By Matthew McMullen about a year ago in Education
The Invaluable Role Women Play in Artificial Intelligence
The popularity of Artificial intelligence (AI) over the years has piqued the interest of many, especially businesses. It is being sought after by businesses as it has the potential to transform business operations, enhance efficiency and assist them in fulfilling their business objectives.
By Matthew McMullen 2 years ago in Education
7 Ways AI is Transforming the Logistics Industry: From Smoother Deliveries to Enhanced Safety
New-age technologies have brought about significant changes in the logistics industry over the past few years. Artificial intelligence (AI), for example, has been a game changer for the supply and demand chains, offering diverse applications like automating repetitive tasks, improving efficiency, and providing better customer experience. Moreover, e-commerce companies can leverage AI for real-time tracking and monitoring of orders.
By Matthew McMullen 2 years ago in Education
Top 8 Large Language Model Enterprise Use Cases
Large language models have drawn significant market attention across industries in a very short span of time. If the upward trend continues, research estimates the generative AI industry could grow at a CAGR of 42% and become a $1.3 trillion market by 2032. Even in its infancy, LLMs already have a multitude of enterprise applications — including content production, translation, transcription, market research, customer support, etc.
By Matthew McMullen 2 years ago in Journal
Polyline Annotation: Boosting the Rise of Automated Vehicles
Welcome to the future, ladies and gentlemen! It is now time for us to sit back, relax, and let our cars handle the driving for us. That's right, autonomous vehicles have arrived, and they are ready for use. We only need to order and our cars will take us from point A to point B. Thanks to artificial intelligence, machine learning, polyline annotation – our cars are ready to take us on a long ride. Whatever the case may be, humans are living in an exciting time. We will no longer have to deal with road rage, parking problems, or annoying backseat drivers instructing us the directions.
By Matthew McMullen 2 years ago in Wheel
Benefit of Sentiment Analysis in the Gaming Industry
There has been a great deal of progress in the gaming industry in recent years. The popularity of video games has grown globally, ranging from simple arcade games to complex virtual worlds. Companies are continually striving to improve their users' gaming experience as the industry continues to evolve. An example of this is the use of sentiment analysis.
By Matthew McMullen 3 years ago in Gamers











