国产av日韩一区二区三区精品,成人性爱视频在线观看,国产,欧美,日韩,一区,www.成色av久久成人,2222eeee成人天堂

Table of Contents
Efficient search of massive personnel data: the application of natural language processing
Home Java javaTutorial How to efficiently query large amounts of personnel data through natural language processing?

How to efficiently query large amounts of personnel data through natural language processing?

Apr 19, 2025 pm 09:45 PM
mysql ai

How to efficiently query large amounts of personnel data through natural language processing?

Efficient search of massive personnel data: the application of natural language processing

In large personnel databases, how to use natural language processing (NLP) technology to achieve efficient query is a key challenge. For example, you want to quickly find information on people who meet the age (0-25 years old), work location (Beijing) and gender (male) conditions by typing natural language statements like "Male under 25 years old". Suppose your data is stored in MySQL or ElasticSearch and developed based on the Java SpringBoot framework.

You may have tried several methods, but the effect is not ideal: you directly call the OpenAI interface, vectorize the personnel data and search in ElasticSearch; use HanLP to segment words and convert properties; and try Stanford NLP to segment words. These methods perform well in simple queries, but under complex queries, accuracy and efficiency are limited.

Based on this, vectorizing personnel data and using ElasticSearch for dot product search is still a feasible solution. Although there may be shortcomings when processing complex queries, by continuously optimizing parameters and models, the accuracy and speed of queries can be effectively improved. This requires refined adjustments to vectorization strategies, similarity calculation methods, and ElasticSearch's indexing strategies.

The above is the detailed content of How to efficiently query large amounts of personnel data through natural language processing?. For more information, please follow other related articles on the PHP Chinese website!

Statement of this Website
The content of this article is voluntarily contributed by netizens, and the copyright belongs to the original author. This site does not assume corresponding legal responsibility. If you find any content suspected of plagiarism or infringement, please contact admin@php.cn

Hot AI Tools

Undress AI Tool

Undress AI Tool

Undress images for free

Undresser.AI Undress

Undresser.AI Undress

AI-powered app for creating realistic nude photos

AI Clothes Remover

AI Clothes Remover

Online AI tool for removing clothes from photos.

Clothoff.io

Clothoff.io

AI clothes remover

Video Face Swap

Video Face Swap

Swap faces in any video effortlessly with our completely free AI face swap tool!

Hot Article

Hot Tools

Notepad++7.3.1

Notepad++7.3.1

Easy-to-use and free code editor

SublimeText3 Chinese version

SublimeText3 Chinese version

Chinese version, very easy to use

Zend Studio 13.0.1

Zend Studio 13.0.1

Powerful PHP integrated development environment

Dreamweaver CS6

Dreamweaver CS6

Visual web development tools

SublimeText3 Mac version

SublimeText3 Mac version

God-level code editing software (SublimeText3)

The flow of funds on the chain is exposed: What new tokens are being bet on by Clever Money? The flow of funds on the chain is exposed: What new tokens are being bet on by Clever Money? Jul 16, 2025 am 10:15 AM

Ordinary investors can discover potential tokens by tracking "smart money", which are high-profit addresses, and paying attention to their trends can provide leading indicators. 1. Use tools such as Nansen and Arkham Intelligence to analyze the data on the chain to view the buying and holdings of smart money; 2. Use Dune Analytics to obtain community-created dashboards to monitor the flow of funds; 3. Follow platforms such as Lookonchain to obtain real-time intelligence. Recently, Cangming Money is planning to re-polize LRT track, DePIN project, modular ecosystem and RWA protocol. For example, a certain LRT protocol has obtained a large amount of early deposits, a certain DePIN project has been accumulated continuously, a certain game public chain has been supported by the industry treasury, and a certain RWA protocol has attracted institutions to enter.

Who is suitable for stablecoin DAI_ Analysis of decentralized stablecoin usage scenarios Who is suitable for stablecoin DAI_ Analysis of decentralized stablecoin usage scenarios Jul 15, 2025 pm 11:27 PM

DAI is suitable for users who attach importance to the concept of decentralization, actively participate in the DeFi ecosystem, need cross-chain asset liquidity, and pursue asset transparency and autonomy. 1. Supporters of the decentralization concept trust smart contracts and community governance; 2. DeFi users can be used for lending, pledge, and liquidity mining; 3. Cross-chain users can achieve flexible transfer of multi-chain assets; 4. Governance participants can influence system decisions through voting. Its main scenarios include decentralized lending, asset hedging, liquidity mining, cross-border payments and community governance. At the same time, it is necessary to pay attention to system risks, mortgage fluctuations risks and technical threshold issues.

Bitcoin, Chainlink, and RWA resonance rise: crypto market enters institutional logic? Bitcoin, Chainlink, and RWA resonance rise: crypto market enters institutional logic? Jul 16, 2025 am 10:03 AM

The coordinated rise of Bitcoin, Chainlink and RWA marks the shift toward institutional narrative dominance in the crypto market. Bitcoin, as a macro hedging asset allocated by institutions, provides a stable foundation for the market; Chainlink has become a key bridge connecting the reality and the digital world through oracle and cross-chain technology; RWA provides a compliance path for traditional capital entry. The three jointly built a complete logical closed loop of institutional entry: 1) allocate BTC to stabilize the balance sheet; 2) expand on-chain asset management through RWA; 3) rely on Chainlink to build underlying infrastructure, indicating that the market has entered a new stage driven by real demand.

Which is better, DAI or USDC?_Is DAI suitable for long-term holding? Which is better, DAI or USDC?_Is DAI suitable for long-term holding? Jul 15, 2025 pm 11:18 PM

Is DAI suitable for long-term holding? The answer depends on individual needs and risk preferences. 1. DAI is a decentralized stablecoin, generated by excessive collateral for crypto assets, suitable for users who pursue censorship resistance and transparency; 2. Its stability is slightly inferior to USDC, and may experience slight deansal due to collateral fluctuations; 3. Applicable to lending, pledge and governance scenarios in the DeFi ecosystem; 4. Pay attention to the upgrade and governance risks of MakerDAO system. If you pursue high stability and compliance guarantees, it is recommended to choose USDC; if you attach importance to the concept of decentralization and actively participate in DeFi applications, DAI has long-term value. The combination of the two can also improve the security and flexibility of asset allocation.

Choosing appropriate data types for columns in MySQL tables Choosing appropriate data types for columns in MySQL tables Jul 15, 2025 am 02:25 AM

WhensettingupMySQLtables,choosingtherightdatatypesiscrucialforefficiencyandscalability.1)Understandthedataeachcolumnwillstore—numbers,text,dates,orflags—andchooseaccordingly.2)UseCHARforfixed-lengthdatalikecountrycodesandVARCHARforvariable-lengthdata

The role of Ethereum smart contracts The role of Ethereum smart contracts Jul 15, 2025 pm 09:18 PM

The role of Ethereum smart contract is to realize decentralized, automated and transparent protocol execution. Its core functions include: 1. As the core logic layer of DApp, it supports token issuance, DeFi, NFT and other functions; 2. Automatically execute contracts through code to reduce the risks of human intervention and fraud; 3. Build a DeFi ecosystem so that users can directly conduct financial operations such as lending and transactions; 4. Create and manage digital assets to ensure uniqueness and verifiability; 5. Improve the transparency and security of supply chain and identity verification; 6. Support DAO governance and realize decentralized decision-making.

mysql temporary table vs memory table mysql temporary table vs memory table Jul 13, 2025 am 02:23 AM

Temporary tables are tables with limited scope, and memory tables are tables with different storage methods. Temporary tables are visible in the current session and are automatically deleted after the connection is disconnected. Various storage engines can be used, which are suitable for saving intermediate results and avoiding repeated calculations; 1. Temporary tables support indexing, and multiple sessions can create tables with the same name without affecting each other; 2. The memory table uses the MEMORY engine, and the data is stored in memory, and the restart is lost, which is suitable for cache small data sets with high frequency access; 3. The memory table supports hash indexing, and does not support BLOB and TEXT types, so you need to pay attention to memory usage; 4. The life cycle of the temporary table is limited to the current session, and the memory table is shared by all connections. When choosing, it should be decided based on whether the data is private, whether high-speed access is required and whether it can tolerate loss.

how to check which storage engine is used in mysql how to check which storage engine is used in mysql Jul 13, 2025 am 02:00 AM

The method of viewing the storage engine of MySQL is as follows: 1. You can use the command SHOWVARIABLESLIKE'default_storage_engine'; 2. You can use the storage engine used to view a certain table to view the storage engine through SHOWCREATETABLE or query information_schema.TABLES; 3. You can use SELECTTABLE_NAME,ENGINEFROMinformation_schema.TABLESWHERETABLE_SCHEMA='your_database'; 4. Other methods include on the command line

See all articles