NEWS IN BRIEF: AI/ML FRESH UPDATES

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Centralizing AI Model Inference: The Key to Efficiency

AI models are replacing traditional algorithms in algorithmic pipelines due to their higher resource requirements. Centralized inference servers may improve efficiency in processing large-scale inputs through deep learning models, as shown in a toy experiment using a ResNet-152 image classifier on 1,000 images.

Mastering GitHub Actions for Data Workflow Automation

GitHub Actions, a CI/CD tool, is not just for software - it automates data workflows, from setting up environments to deploying ML models. Free and easy to use, it offers pre-built actions and community support for automating tasks within repositories.

Optimizing with PSO and EO

Algorithm combining PSO with EO, EPSO, performs similarly to PSO and EO, not significantly better. Slow for practical use, but shows promise in training a KRR prediction system.

Adapting Graph Neural Networks: GraphSAGE in Action

Graph Convolutional Networks (GCNs) and Graph Attention Networks (GATs) have limitations with large graphs and changing structures. GraphSAGE offers a solution by sampling neighbors and using aggregation functions for faster and scalable training.

Thinktank warns UK on AI laws

Tony Blair Institute advises UK to relax copyright laws for AI innovation, warns of strain on US relations and potential tariffs. Enforcing stricter licensing rules may threaten national security interests, says thinktank.

Copyright Concerns: UK Designers at Risk

Leading UK designers, including Tom Dixon and Sebastian Conran, criticize government's AI opt-out proposal. Proposal to allow AI companies to use copyrighted work without permission sparks backlash from creative industry icons like Sir Paul McCartney and Kate Bush.

Empower Your Systems with CrewAI and Amazon Bedrock

The enterprise AI landscape is evolving rapidly, with Deloitte predicting a surge in AI agent deployment by 2027. CrewAI's framework, combined with Amazon Bedrock, enables the creation of sophisticated multi-agent systems revolutionizing business operations.

Pattie Maes Honored with Lifetime Research Award

MIT's Pattie Maes awarded 2025 ACM SIGCHI Lifetime Research Award for human-computer interaction contributions, advocating for human-centered AI integration. Maes' pioneering work in software agents and wearable devices shapes today's online experience, emphasizing ethical design and human experience enhancement.

OpenAI Secures Record-Breaking Deal with SoftBank

OpenAI partners with SoftBank to achieve 'artificial super intelligence' surpassing human capabilities, raising $40bn in the largest startup funding round ever. The collaboration aims to advance AI research towards AGI, emphasizing the necessity of significant computing power.

Evolutionary Optimization Failure in Support Vector Regression

Support Vector Regression (SVR) and Support Vector Machine (SVM) were popular in the 1990s but have limitations. SVR's complexity and scalability issues are addressed by the kernel trick, with the radial basis function being a common choice. Training SVR models requires specialized algorithms like sequential minimal optimization (SMO), and attempts to use evolutionary optimization have not been...