Differential privacy (DP) in machine learning safeguards individuals’ data privacy by ensuring model outputs are not influenced by individual data. Google researchers introduced an auditing scheme for assessing privacy guarantees, emphasizing the connection between DP and statistical generalization. The scheme offers quantifiable privacy guarantees with reduced computational costs, suitable for various DP algorithms. [49 words]
MIT researchers have found that modern computational models derived from machine learning are approaching the goal of mimicking the human auditory system. The study, led by Josh McDermott, emphasizes the importance of training these models with auditory input, including background noise, to closely match the activation patterns of the human auditory cortex. The research aims…
Oxford University encourages Economics and Management students to use AI tools like ChatGPT for essay drafting, emphasizing the need for critical thinking and fact-checking. Educators express concerns about AI’s potential influence and students’ tendency to use it regardless of guidelines. The university cautiously embraces AI, recognizing its growing relevance while also setting clear boundaries for…
Mistral AI introduces the Mixtral 8x7b language model, revolutionizing the domain with its unique architecture featuring a sparse Mixture of Expert (MoE) layer. Boasting 8 expert models within a single framework, it demonstrates exceptional performance and a remarkable context capacity of 32,000 tokens. Mixtral 8x7b’s versatile multilingual fluency, extensive parameter count, and performance across diverse…
Large Language Models (LLMs) are powerful in language tasks but struggle with high-quality human data. A study proposes a self-training technique, ReST𝐃𝑀, using model-generated synthetic data, which enhances language models’ performance. ReST𝐃𝑀 improves math and code generation skills significantly, surpassing the effectiveness of human-provided data but risks overfitting after multiple cycles. The study is credited…
Google recently unveiled Duet AI for Developers, an AI-powered coding tool, and AI Studio for Gemini API development. Duet AI streamlines coding and integrates with Google’s services, facilitating a smoother coding experience. Additionally, AI Studio offers a user-friendly platform for developing apps and chatbots with Gemini model APIs. Both tools demonstrate Google’s commitment to AI…
This post outlines a solution for using Amazon Transcribe and Amazon Bedrock to automatically generate concise summaries of video or audio recordings. By leveraging a combination of speech-to-text capability and generative AI models, the solution aims to simplify and automate the note-taking process, enhancing collaboration and saving time. The post provides instructions for deploying, running,…
This post showcases fine-tuning a large language model (LLM) using Parameter-Efficient Fine-Tuning (PEFT) and deploying the fine-tuned model on AWS Inferentia2. It discusses using the AWS Neuron SDK to access the device and deploying the model with DJLServing. It also details the necessary steps, including prerequisites, a walkthrough for fine-tuning the LLM, and hosting it…
The text describes the importance of Machine Learning Operations (MLOps) in integrating ML models into production systems. It explains Amazon SageMaker MLOps features like Projects, Pipelines, and Model Registry. The process of creating a custom project template for CI/CD pipelines using AWS services and GitHub is detailed, along with a summary of the implementation.
Axel Springer is the first global publishing house to collaborate with us on deepening the integration of journalism in AI technologies.
Snapchat has introduced a new feature for its Plus subscribers, allowing them to create AI-generated snaps. This update, available to $3.99 plan users, offers innovative ways to generate and edit images. Additionally, subscribers can access AI selfie features and extend photo backgrounds. These enhancements demonstrate Snapchat’s commitment to integrating AI into its platform.
LimeWire, known for music piracy in the early 2000s, shut down in 2010 due to copyright violations. Now, it’s returned as an AI music generation platform. It allows users to create music and images and enables them to share in the ad revenue in $LMWR crypto token. However, its controversial history raises concerns about its…
Diffusion models are successfully used in text-to-picture production, with unCLIP models gaining attention. While unCLIP models surpass other models in composition benchmarks, they require more parameters and training data. Arizona State University introduces ECLIPSE, a contrastive learning technique, enabling efficient training with fewer parameters, improving text-to-image models. This innovative approach shows promising results.
Cerebras introduces gigaGPT, a novel solution for training large transformer models. It simplifies the process by providing a concise codebase and eliminates the need for intricate parallelization techniques. Leveraging Cerebras hardware, gigaGPT can train GPT-3-sized models with billions of parameters and potentially exceeding 1 trillion parameters, marking a significant leap in large-scale AI model training.
Some ChatGPT users have noticed it being less responsive and offering shorter explanations. OpenAI acknowledges the issue and is investigating. There are speculations that ChatGPT’s behavior is influenced by seasonal changes, with experiment results showing shorter responses with a December date. However, not all researchers agree, awaiting OpenAI’s feedback. (49 words)
AI is transforming workplace creativity, analysis, and decision-making, offering a significant opportunity for business expansion. Various applications, including automation, predictive analytics, and content development, are available to aid young businesses in improving productivity and growth. AI tools like Pecan AI, GitHub Copilot, and Grammarly are instrumental in boosting efficiency and effectiveness across diverse business activities.
A list of 40+ AI tools, including DeepSwap for deepfake creation, Aragon for professional headshots, and AdCreative.ai for high-converting ad creation. Notion AI offers generative AI, Otter.ai provides real-time meeting transcriptions, and other tools cater to diverse needs, from legal advice to music creation. These tools aim to simplify various tasks through AI technology.
Together AI has revolutionized sequence modeling architectures with the introduction of StripedHyena models, offering a computational efficient alternative to conventional Transformers. The release includes SH 7B and SH-N 7B models, showcasing improved speed, memory efficiency, and outperforming existing alternatives. The aim is to further enhance the model’s capabilities and incorporate multi-modal support for expanded applications.
Large Language Models (LLMs) like GPT, BERT, PaLM, and LLaMA have advanced Natural Language Processing and Generation. They excel at various tasks, but there’s growing interest in their application to graph-based tasks. Research explores integrating LLMs with graphs, proposing classification of scenarios, evaluating models, curating materials, and suggesting future research directions. Read more at the…
Researchers from various institutions have introduced HyperDreamer, a framework that can create detailed 3D content from a single 2D image. The study discusses existing 3D generation methods and emphasizes the need for advanced content creation. HyperDreamer integrates custom super-resolution, semantic-aware albedo regularization, and interactive editing, paving the way for hyper-realistic 3D content generation and editing.