Multiclass Classification in Supervised Learning

Multiclass Classification in Supervised Learning

What is Multiclass Classification? Multiclass Classification is a type of Supervised Learning used to predict which of several possible categories an observation belongs to. Similar to regression and binary classification, it follows the same training, validation, and evaluation iterative process, reserving a portion of the data for validating the model. Examples Predicting email categories (spam … Read more

Towards an AI Search Paradigm: Multi-Agent, MCP, DAG, RL

Towards an AI Search Paradigm: Multi-Agent, MCP, DAG, RL

Baidu Search has released a 63-page paper titled “Towards an AI Search Paradigm”, introducing a modular, multi-agent (Multi-Agent) framework that reimagines how we search for information in the era of large language models (LLMs).🚀 Unlike traditional retrieval-based search or linear RAG pipelines, this new paradigm coordinates four specialized LLM agents—Supervisor, Planner, Executor, and Writer—to handle … Read more

Impressive! MultiTalk Open Source with Lip Sync Accuracy Exceeding 8.53 Points

Impressive! MultiTalk Open Source with Lip Sync Accuracy Exceeding 8.53 Points

This Article Overview Recently, the MultiTalk project, open-sourced by Sun Yat-sen University, Meituan, and Hong Kong University of Science and Technology, is a novel framework for audio-driven multi-person dialogue video generation. Given a multi-stream audio input, a reference image, and a prompt, MultiTalk generates a video that features interactions following the prompt, with lip movements … Read more

Compiling the Linux Version of MultiWFN from Source on Fedora 42

Compiling the Linux Version of MultiWFN from Source on Fedora 42

Reasons to recommend the Fedora series: speed and stability are the main factors.The Linux Kernel has been updated to 6.15.3-200.fc42.x86_64Multiwfn is a very powerful program for realizing electronic wavefunction analysis, which is a key ingredient of quantum chemistry. Multiwfn is free, open-source, highly efficient, very user-friendly, and flexible; it supports almost all of the most … Read more

Anthropic’s Practical Findings: The Core of Multi-Agent Systems is Still Prompt Design!

Anthropic's Practical Findings: The Core of Multi-Agent Systems is Still Prompt Design!

Architect (JiaGouX)We are all architects!Will you join in shaping the future? Recently, Anthropic shared their best practices in building multi-agent research systems, focusing on8 principles of prompt engineering and evaluation for research agents:Claude now possesses research capabilities, able to complete complex tasks through web searches, Google Workspace, and any integrated tools.AnthropicThe architecture of the multi-agent … Read more

No One Wanted the Two Retribution Paladin Trinkets in ICC Raid! Observant Player Discovered They Were Taken by the Guild Leader!

No One Wanted the Two Retribution Paladin Trinkets in ICC Raid! Observant Player Discovered They Were Taken by the Guild Leader!

In World of Warcraft’s “Wrath of the Lich King” classic server, the ultimate trinket for Retribution Paladins is the 【Trinket of the Small Abomination】 dropped by Professor Putricide in ICC. A player shared an experience where he joined an ICC raid group and noticed that two Retribution Paladins did not have the trinket. The raid … Read more

Red Hat Virtualization Leader Announces Ban on AI Development: Well-Known Open Source Projects Will No Longer Accept AI-Generated Code, ChatGPT Named!

Red Hat Virtualization Leader Announces Ban on AI Development: Well-Known Open Source Projects Will No Longer Accept AI-Generated Code, ChatGPT Named!

2. Copyright Compliance: The sources of training data are complex, and the generated content may “resemble” original code. If it becomes highly similar to a specific open-source project without adhering to the original licensing agreement, it could lead to infringement; For example: The GitHub platform widely used by the Linux community is filled with GPL … Read more

Comparative Analysis of Main Cloud Storage Routes: Storage Virtualization, Distributed Storage, and Network Shared File Storage

Comparative Analysis of Main Cloud Storage Routes: Storage Virtualization, Distributed Storage, and Network Shared File Storage

【Abstract】 With the advancement and deepening of digital transformation in finance, organizations are beginning to consider longer-term and more cautious approaches when selecting cloud architectures. On one hand, they plan comprehensively from the perspective of enterprise-level, group-level, and industry-level overall development to avoid the emergence of isolated cloud or resource pools; on the other hand, … Read more

Introduction to Virtualized Campus Network Deployment

Introduction to Virtualized Campus Network Deployment

Virtualized Campus Network Architecture The “highway” composed of real physical network devices (such as switches and routers) is responsible for the most basic network connectivity. It ensures that devices can communicate (IP reachable), similar to the stability of a foundation. It runs traditional routing protocols (such as ISIS, OSPF) and does not handle upper-layer services. … Read more

Comparison Table of SK Hynix eMMC, UFS, DDR, LPDDR, HBM, eMCP, and uMCP Storage Chips

Comparison Table of SK Hynix eMMC, UFS, DDR, LPDDR, HBM, eMCP, and uMCP Storage Chips

1. DDR2. LPDDR3. GDDR4. HBM5. eMMC, UFS Part No. Model Name Density Mono-Density PKG Size PKG Type Spec Product Status H26M41208HPR EE510 8GB 64Gb 11.5x13x0.8mm FBGA eMMC 5.1 MP H26M41204HPR EE510 8GB 64Gb 11.5x13x0.8mm FBGA eMMC 5.1 MP H26M74002HMR EG510 64GB 128Gb 11.5x13x1.0mm FBGA eMMC 5.1 MP H26M62002JPR EG510 32GB 128Gb 11.5x13x0.8mm FBGA eMMC 5.1 … Read more