Generative Adversarial Networks (GAN) have gained attention for their ability to generate realistic synthetic data, but also for their misuse in creating Deep Fakes. GAN's unique architecture involves a generative network and an adversarial network, training them to achieve contrasting objectives through a bi-level optimization design.
Deep Learning (DL) has revolutionized Convolutional Neural Networks (CNN) and Generative AI, with Batch Normalization 2D (BN2D) emerging as a superhero technique to enhance model training convergence and inference performance. BN2D normalizes dimensional data, preventing internal covariate shifts and facilitating faster convergence, allowing the network to focus on learning complex features.
The PGA TOUR is developing a next-generation ball position tracking system using computer vision and machine learning techniques to locate golf balls on the putting green. The system, designed by the Amazon Generative AI Innovation Center, successfully tracks the ball's position and predicts its resting coordinates.
Gen AI is set to disrupt application development, leading to new AI-native companies and reduced reliance on human-written software. Open-source Large Language Models (LLMs) are on the rise, enabling smaller firms and individuals to create specialized models and revolutionize software engineering.
Discover the power of Latent Dirichlet Allocation (LDA) for efficient topic modeling in machine learning and data science. Learn how LDA can be applied beyond text data, such as in online shops and clickstream analysis, and how it can be integrated with other probabilistic models for personalized recommendations.
The article discusses the implementation of matrix inverse using singular value decomposition (SVD) in C#. The main highlights include the refactoring of the MatInverseSVD() function and the various algorithms and variations used for matrix inverse.
News industry executives are urging Congress for legal clarification on the use of journalism to train AI assistants, arguing against companies like OpenAI claiming fair use. They propose a licensing regime to ensure Big Tech companies pay for content, likening it to rights clearinghouses for music.
OpenAI has launched the GPT Store, allowing ChatGPT users to share and discover custom chatbot roles called "GPTs." Users have already created over 3 million GPTs since their launch in November 2023.
Unknown threat actors are actively targeting two critical zero-day vulnerabilities in Ivanti's widely used virtual private network appliance, allowing them to bypass two-factor authentication and execute malicious code. The vulnerabilities, tracked as CVE-2023-846805 and CVE-2024-21887, make it easy for attackers to run commands on the system and carry out various malicious activities.
This article discusses a scalable MLOps platform that automates the workflow for ML model approval and promotion, using AWS services like Lambda, API Gateway, EventBridge, and SageMaker. The solution includes a human intervention step for model approval before moving to the next environment level.
A groundbreaking framework is introduced to enhance AI agents' performance in interactive text games, addressing challenges such as reasoning about science concepts and learning from environmental feedback. The paper has been awarded Best Student Paper at the KCAP 2023 Conference, recognizing its innovative research.
The article discusses an end-to-end data visualization project, with a focus on design. It highlights the authors of the book Data Sketches, who explain the process behind their visualizations. The article also mentions the use of The Himalayan Database to access mountaineering data for the project.
Discover a game-changing open-source semantic emoji search engine that allows for more precise searches based on the meaning of emojis, rather than just text. This innovative tool bridges the modality gap and provides a more intuitive way to find the emojis you're looking for.
OpenAI has acknowledged the necessity of using copyrighted material in developing AI tools like ChatGPT, stating that it would be "impossible" without it. The practice of scraping content without permission has come under scrutiny as AI models like ChatGPT and DALL-E rely on large quantities of training data from the public Internet.
Amazon SageMaker now supports response streaming for real-time inference, allowing interactive experiences and faster response times in generative AI applications like chatbots and virtual assistants. This article explains how to address latency issues and implement the solution using SageMaker and Llama 2 models.