`machine-learning` Related Article Results

Support Vector Machines (SVM) are one of the supervised learning methods and are used for both classification and regression problems. SVM is a powerful algorithm that performs effectively especially on high-dimensional datasets. Its primary objective is to find an optimal hyperplane that separates or classifies the data.DefinitionAlthough support vector machines are used in both classification and regression analysis in the literature, they are generally preferred as a machine learning method f

Edge AI (Fly Artificial Intelligence) or Edge Intelligence (Edge Intelligence - EI) refers to the practice of running artificial intelligence (AI) computations and algorithms on devices at the network’s edge—such as end-user devices—rather than in centralized cloud data data centers.This approach aims to integrate AI capabilities into mobile devices, Internet of Things (IoT) sensors, smart cameras, robots like real world and other edge devices. Fundamentally, it seeks to combine edge computing p

Explainable artificial intelligence encompasses methods and design approaches aimed at making the decisions, decision-making processes, and behavioral patterns produced by artificial intelligence and machine learning systems understandable and justifiable to humans. The emergence of this field has accelerated significantly due to the widespread adoption of high-accuracy models such as deep learning, whose internal workings remain opaque. The need for explainability arises from the recognition th

Baseten is an infrastructure software platform that enables the deployment, serving, and scaling of machine learning (ML – Machine Learning / Makine Öğrenimi) models in production environments. Founded in 2019 in San Francisco, California, the company aims to help organizations developing AI applications run their models quickly, reliably, and cost-effectively. With its platform centered on the model inference – çıkarım – process, Baseten focuses on resolving performance bottlenecks at this stag

Google Colab (Colaboratory) is a free, online Jupyter Notebook environment developed by Google Research in 2017 that enables users to run machine learning and deep learning models on CPUs, GPUs, and TPUs. Colab is a platform that allows users to work with Python without requiring local hardware resources. Google Colab was created to facilitate the development of artificial intelligence technologies and increase the use of cloud services, and it is accessible to all users. Users can access this s

Gemini is a artificial intelligence model developed by Google. It can perform a wide range of tasks in natural language processing (NLP), machine learning, audio, text, and video understanding such as. It is the successor to Google’s earlier AI tool Bard and was released in June 2023. Developed with contributions from Google DeepMind, Gemini integrates large language models and place.Technological Foundation of GeminiGemini is an artificial intelligence system that combines natural language proc

Computer vision detection and vision-based object detection have gained increasing attention in recent years. Numerous algorithm have been developed in this field, and these algorithms are particularly used for tasks such as object classification, object recognition, and movement analysis such as. The Histogram of Oriented Gradients (HOG) algorithm is a widely used and proven feature extraction method in this context.Example of the HOG Algorithm (Source: Batuhan Daz) Foundations of the HOG Algor

Machine learning, as a subfield of artificial intelligence, enables computer systems to automatically improve by learning patterns and information from data. Machine learning algorithms analyze large datasets to identify patterns and relationships within the data, and use this information to make predictions, take decisions, and generate solutions. These systems, which learn from experience and data, possess the ability to improve without human intervention. They are applied across a wide range

DNSFilter is a cybersecurity platform that provides content filtering and threat prevention services at the DNS (Domain Name System) level. It was founded in 2015 by Ken Carnesi and Brian Gillis. Headquartered in the United States, the company focuses on providing secure internet access for businesses of all sizes, government agencies, educational institutions, and service providers. DNSFilter particularly employs artificial intelligence (AI) and machine learning models to perform threat detecti

Data science is an interdisciplinary field that employs scientific methods, processes, algorithms, and systems to extract information and insights from data in various structured and unstructured forms. Data analytics is the science that supports the processes of discovering useful information, drawing conclusions, and making decisions by examining, cleaning, transforming, and modeling data. Data analysts classify, analyze, store, and report data from organizational records using computer system