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The ability to Interpret image data using software is advancing fast! The two images above are captioned with program generated text. Here's an article that describes concepts and an approach to generate a caption for an image. The code is written in Python and uses TensorFlow.
How to build and train an image caption generator using a TensorFlo...
"TensorFlow™ is an open source software library for numerical computation using data flow graphs. Nodes in the graph represent mathematical operations, while the graph edges represent the multidimensional data arrays (tensors) communicated between them. The flexible architecture allows you to deploy computation to one or more CPUs or GPUs in a desktop, server, or mobile device with a single API. TensorFlow was originally developed by researchers and engineers working on the Google Brain Team within Google's Machine Intelligence research organization for the purposes of conducting machine learning and deep neural networks research, but the system is general enough to be applicable in a wide variety of other domains as well." Here's a TensorFlow tutorial.
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Created by Michael Levin Dec 18, 2008 at 6:56pm. Last updated by Michael Levin May 4, 2018.
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AWS recently announced Amazon ECS Managed Instances, a new feature in ECS designed to simplify the deployment of containerized applications on EC2 instances. The service automatically manages instance provisioning, scaling, and maintenance, thereby reducing the operational overhead associated with maintaining container infrastructure.
By Renato LosioAnthropic's Claude Sonnet 4.5, its most advanced coding model, excels in task performance and safety, achieving a 98.7% safety score and improving real-world coding capabilities. Enhanced reasoning skills allow for sustained multi-step tasks, with notable user gains reported. This drop-in replacement demonstrates a powerful balance of capability and security for users.
By Hien LuuPlanetScale has announced the general availability of its managed sharded Postgres service, built for performance and reliability on AWS or Google Cloud. The launch extends PlanetScale's offerings to PostgreSQL users, adding to the company's existing popular MySQL-based platform built on top of Vitess.
By Renato LosioGoogle DeepMind has introduced CodeMender, a new AI-driven agent designed to detect, fix, and secure software vulnerabilities automatically. The project builds on recent advances in reasoning models and program analysis, aiming to reduce the time developers spend identifying and patching security issues.
By Robert KrzaczyńskiStephen Batifol discusses building and optimizing self-hosted, multimodal RAG systems. He breaks down vector search, nearest neighbor indexes (FLAT, IVF, HNSW), and the critical role of choosing the right embedding model. He then explains vLLM inference optimization (paged attention, quantization) and uses Mistral's Pixtral to detail multimodal large language model architecture.
By Stephen Batifol
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