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(newest | oldest) View (newer 50 | older 50) (20 | 50 | 100 | 250 | 500)- 21:13, 5 January 2025 User account Pskhs123 talk contribs was created
- 21:28, 2 January 2025 User account JXS talk contribs was created
- 09:33, 30 December 2024 User account Juliusfus talk contribs was created
- 17:50, 23 December 2024 User account Bekil kupil *982 cswiki.net 3J talk contribs was created
- 16:22, 20 December 2024 User account Bekil kupil *982 cswiki.net Cq talk contribs was created
- 08:56, 18 December 2024 User account Phiker mik *547 cswiki.net S7 talk contribs was created
- 04:23, 18 December 2024 User account Bekil kupil *982 cswiki.net ly talk contribs was created
- 00:34, 18 December 2024 User account Bula dinor 000x cswiki.net cs talk contribs was created
- 17:21, 17 December 2024 141.101.98.238 talk created page Category:Information Science (Created page with "Hi there, We run a YouTube growth service, which increases your number of subscribers both safely and practically. - We guarantee to gain you 700-1500+ subscribers per month. - People subscribe because they are interested in your channel/videos, increasing likes, comments and interaction. - All actions are made manually by our team. We do not use any 'bots'. The price is just $60 (USD) per month, and we can start immediately. If you have any questions, let me know, a...")
- 22:10, 16 December 2024 User account JamesWerly talk contribs was created
- 13:03, 15 December 2024 Betripping talk contribs created page Distributed Two-Phase Locking (Created page with "'''Distributed Two-Phase Locking (Distributed 2PL)''' is a concurrency control protocol used in distributed database systems to ensure global serializability. In this protocol, each site manages locks independently while coordinating with other sites to maintain consistency across the distributed system. ==Key Concepts== *'''Global Serializability:''' Ensures that the execution of distributed transactions is equivalent to a serial execution. *'''Distributed Lock Manageme...") Tag: Visual edit
- 12:48, 15 December 2024 Betripping talk contribs created page Primary Copy Two-Phase Locking (Created page with "'''Primary Copy Two-Phase Locking (2PL)''' is a concurrency control protocol used in distributed database systems where a primary copy of each data item is designated for lock management. Transactions must obtain locks from the primary copy of the data item to ensure consistency and serializability across the system. ==Key Concepts== *'''Primary Copy:''' A specific node in the distributed system is designated as the authoritative source for managing locks for a particula...") Tag: Visual edit
- 12:36, 15 December 2024 Betripping talk contribs created page Primary Site Two-Phase Locking (Created page with "'''Primary Site Two-Phase Locking (2PL)''' is a variant of the Two-Phase Locking protocol used in distributed databases. In this approach, one node is designated as the primary site for each data item, and it coordinates the locking and transaction processing to ensure serializability across the system. ==Key Concepts== *'''Primary Site:''' A designated node that manages all lock requests for a specific data item. *'''Global Serializability:''' Ensures that all transacti...") Tag: Visual edit
- 12:35, 15 December 2024 Betripping talk contribs created page Distributed Database (Created page with "'''Distributed Database''' is a collection of databases distributed across multiple physical locations that function as a single logical database. Each site can operate independently while participating in a unified database system through communication over a network. ==Key Concepts== *'''Data Distribution:''' Data is distributed across multiple sites based on factors like performance, reliability, and locality. *'''Transparency:''' Users interact with the distributed d...") Tag: Visual edit
- 12:29, 15 December 2024 Betripping talk contribs created page Distributed Computing (Created page with "'''Distributed Computing''' is a field of computer science that involves a collection of independent computers working together as a single cohesive system. These computers, or nodes, communicate over a network to achieve a common goal, such as solving complex problems, processing large datasets, or enabling fault-tolerant services. ==Key Concepts== *'''Distributed System:''' A collection of independent computers that appear to the user as a single system. *'''Concurrenc...") Tag: Visual edit
- 12:27, 15 December 2024 Betripping talk contribs created page Distributed Query Processing (Created page with "'''Distributed Query Processing''' is the process of executing database queries across multiple interconnected nodes in a distributed database system. It involves decomposing a high-level query into sub-queries that are executed on different nodes, combining the results, and presenting a unified output to the user. ==Key Concepts== *'''Distributed Database:''' A collection of interconnected databases located on different physical sites. *'''Query Decomposition:''' Breaki...") Tag: Visual edit
- 14:26, 13 December 2024 User account Bekil kupil *982 cswiki.net n9 talk contribs was created
- 11:40, 12 December 2024 Scapegoat talk contribs created page Multiversion Concurrency Control (Created page with "'''Multiversion Concurrency Control (MVCC)''' is a concurrency control method used in database systems that allows multiple versions of a data item to exist simultaneously. It ensures consistent reads without locking and provides high concurrency by maintaining transaction isolation. ==Key Concepts== *'''Data Versioning:''' MVCC creates a new version of a data item for every write operation, enabling transactions to access consistent snapshots. *'''Timestamps:''' Each tr...") Tag: Visual edit
- 11:39, 12 December 2024 Scapegoat talk contribs created page Timestamp-Based Protocol (Created page with "'''Timestamp-Based Protocol''' is a concurrency control mechanism in database systems that uses timestamps to order transactions, ensuring serializability. Each transaction is assigned a unique timestamp when it begins, and the protocol uses these timestamps to determine the execution order of conflicting operations. ==Key Concepts== *'''Timestamp:''' A unique identifier (usually based on the system clock or a counter) assigned to each transaction when it starts. *'''Rea...") Tag: Visual edit
- 11:35, 12 December 2024 Scapegoat talk contribs created page Lock-Based Protocol (Created page with "'''Lock-Based Protocol''' is a concurrency control mechanism in database systems that ensures transaction isolation by managing access to data items through locks. Locks prevent simultaneous transactions from interfering with each other, ensuring data consistency and serializability. ==Key Concepts== *'''Lock:''' A mechanism that restricts access to a data item for concurrent transactions. *'''Lock Modes:''' **'''Shared Lock (S):''' Allows multiple transactions to read a...") Tag: Visual edit
- 11:33, 12 December 2024 Scapegoat talk contribs created page Two-Phase Locking (Created page with "'''Two-Phase Locking (2PL)''' is a concurrency control protocol used in database systems to ensure serializability of transactions. It operates in two distinct phases where locks are acquired and released in a specific order, preventing conflicts between concurrent transactions. ==Key Concepts== *'''Locking Protocol:''' Transactions acquire locks on data items before accessing them and release locks when no longer needed. *'''Serializability:''' 2PL guarantees that the r...") Tag: Visual edit
- 11:31, 12 December 2024 Scapegoat talk contribs created page Concurrency Control (Created page with "'''Concurrency Control''' is a mechanism in database management systems (DBMS) that ensures correct and consistent transaction execution in a multi-user environment. It prevents issues such as data inconsistencies and anomalies by managing simultaneous access to the database. ==Key Concepts== *'''Transaction:''' A sequence of database operations that are executed as a single logical unit of work. *'''Isolation:''' Ensures that each transaction is executed independently w...") Tag: Visual edit
- 11:28, 12 December 2024 Scapegoat talk contribs created page Isolation Level (Database) (Created page with "'''Isolation Level''' is a property in database transaction management that defines the extent to which transactions are isolated from each other. It determines how and when changes made by one transaction are visible to other concurrent transactions, affecting the trade-off between consistency and concurrency. ==Key Concepts== *'''Transaction Isolation:''' Ensures that concurrent transactions do not interfere with each other inappropriately. *'''Anomalies:''' Lower isol...") Tag: Visual edit
- 11:26, 12 December 2024 Scapegoat talk contribs created page Non-Repeatable Read (Created page with "'''Non-Repeatable Read''' is a concurrency problem in database systems that occurs when a transaction reads the same data twice and gets different results due to modifications made by another transaction in the meantime. This inconsistency arises when isolation levels do not guarantee stability for repeated reads of the same data. ==Key Concepts== *'''Unstable Reads:''' The data read by a transaction changes during its execution because another transaction modifies it. *...") Tag: Visual edit
- 11:26, 12 December 2024 Scapegoat talk contribs created page Dirty Read (Database) (Created page with "'''Dirty Read''' is a concurrency problem in database systems that occurs when a transaction reads uncommitted changes made by another transaction. This can lead to inconsistent or incorrect data being used in the reading transaction, especially if the changes are later rolled back. ==Key Concepts== *'''Uncommitted Data:''' Data modified by a transaction that has not yet been committed to the database. *'''Concurrency Issue:''' Dirty reads are a type of Database Anomal...") Tag: Visual edit
- 11:23, 12 December 2024 Scapegoat talk contribs created page Precedence Graph (Created page with "'''Precedence Graph''', also known as a '''Serializability Graph''', is a directed graph used in database systems to determine the serializability of a transaction schedule. The graph represents the order of operations across transactions and helps identify potential conflicts that could prevent a schedule from being equivalent to a serial schedule. ==Key Concepts== *'''Nodes:''' Represent individual transactions in the schedule. *'''Edges:''' Indicate a precedence (or d...") Tag: Visual edit
- 11:20, 12 December 2024 User account Scapegoat talk contribs was created
- 02:40, 12 December 2024 User account By jeong talk contribs was created
- 02:20, 12 December 2024 User account Phiker mik *547 cswiki.net fg talk contribs was created
- 17:49, 11 December 2024 Betripping talk contribs created page Serializable (Database) (Created page with "'''Serializable''' is the highest level of isolation in database transaction management, ensuring that the outcome of concurrent transactions is equivalent to some sequential (serial) execution of those transactions. It prevents issues like dirty reads, non-repeatable reads, and phantom reads, guaranteeing the consistency of the database. ==Key Concepts== *'''Isolation Level:''' Serializable is one of the Isolation Levels defined in the SQL standard, providing the st...") Tag: Visual edit
- 01:29, 11 December 2024 User account 오오라블랙 talk contribs was created
- 16:33, 10 December 2024 Betripping talk contribs created page ARIES (Database) (Redirected page to ARIES) Tags: New redirect Visual edit
- 16:23, 10 December 2024 Betripping talk contribs created page Write-Ahead Logging (Created page with "'''Write-Ahead Logging (WAL)''' is a technique used in database management systems (DBMS) to ensure the '''durability''' and '''atomicity''' of transactions. WAL ensures that all changes to the database are recorded in a log before the changes are written to the database itself. This enables reliable crash recovery and consistency in case of a failure. ==Key Concepts== *'''Sequential Logging:''' All modifications are recorded sequentially i...") Tag: Visual edit
- 16:19, 10 December 2024 Betripping talk contribs created page Durability (ACID) (Created page with "'''Durability''' is one of the four key properties in the ACID Properties of database transactions, ensuring that once a transaction has been committed, its changes are permanently saved in the database. This guarantees that data is not lost even in the event of a system crash, power failure, or hardware malfunction. ==Key Concepts== *'''Transaction Commit:''' Durability ensures that when a transaction is committed, its effects are persisted. *'''Non-...") Tag: Visual edit
- 15:39, 10 December 2024 Betripping talk contribs created page Category:Database (Created page with "Database category includes topics related to the design, implementation, and management of databases. It covers various database types, concepts, protocols, and tools that enable efficient storage, retrieval, and manipulation of data. ==Topics in This Category== The following are key areas within the database category: ===Database Concepts=== *Relational Databases *NoSQL Databases *Data Warehousing *Database Normalization *ACID Properties *Database...") Tag: Visual edit
- 15:38, 10 December 2024 Betripping talk contribs created page Multiple Granularity Locking (Created page with "'''Multiple Granularity Locking''' is a concurrency control mechanism used in database systems to improve performance and manage locks at various levels of granularity, such as tuples, pages, tables, or the entire database. By allowing transactions to lock data items at different granular levels, this method optimizes the balance between concurrency and locking overhead. ==Key Concepts== *'''Lock Granularity:''' Refers to the size of the data item on which a lock is appl...") Tag: Visual edit
- 15:34, 10 December 2024 Betripping talk contribs created page Phantom Record (Created page with "'''Phantom Record''' refers to a data entry that appears in a dataset but does not correspond to a real-world entity or valid data point. Phantom records can occur due to system errors, data corruption, improper database handling, or intentional insertion during testing or attacks. ==Causes of Phantom Records== Phantom records can arise from various sources: *'''Data Entry Errors:''' Manual input mistakes resulting in duplicate or incorrect records. *'''System Errors:'''...") Tag: Visual edit
- 15:32, 8 December 2024 User account Bekil kupil *982 cswiki.net zp talk contribs was created
- 13:56, 7 December 2024 162.158.159.66 talk created page Neural Processing Unit (새 문서: '''Neural Processing Unit (NPU)''' is a specialized hardware accelerator designed to perform computations for artificial intelligence (AI) and machine learning (ML) workloads, particularly neural network operations. NPUs are optimized for tasks like matrix multiplications and convolutional operations, which are central to deep learning models. == Key Features of NPUs == NPUs offer the following features: * '''High Performance:''' Accelerate AI computations, providing significan...)
- 13:55, 7 December 2024 162.158.159.65 talk created page Open Neural Network Exchange (새 문서: '''ONNX (Open Neural Network Exchange)''' is an open-source format for representing machine learning models. It enables interoperability between different machine learning frameworks and tools, allowing developers to train models in one framework and deploy them in another. ONNX supports a wide range of machine learning and deep learning models. == Key Features of ONNX == * '''Interoperability:''' Facilitates seamless model transfer between frameworks like PyTorch, TensorFlow,...)
- 13:54, 7 December 2024 162.158.63.106 talk created page LM Studio (새 문서: '''LM Studio''' is an advanced tool for developing, training, and deploying large language models (LLMs). It provides an integrated platform for researchers and developers to experiment with state-of-the-art natural language processing (NLP) models. LM Studio simplifies the process of handling large-scale datasets, configuring model architectures, and optimizing performance for various applications. ==Key Features== *'''Model Training:''' Enables training of large language model...) Tag: Visual edit: Switched
- 13:52, 7 December 2024 162.158.158.113 talk created page Lmstudio.js (새 문서: '''lmstudio.js''' is a JavaScript library designed for building, managing, and deploying machine learning models directly within web browsers. It provides tools for creating lightweight machine learning applications, enabling client-side inference and integrating pre-trained models into web-based platforms. With its focus on usability and performance, lmstudio.js simplifies machine learning workflows for web developers. ==Key Features== *'''Client-Side Machine Learning:''' Perfo...) Tag: Visual edit
- 16:21, 2 December 2024 Deposition talk contribs created page Model Evaluation (새 문서: '''Model Evaluation''' refers to the process of assessing the performance of a machine learning model on a given dataset. It is a critical step in machine learning workflows to ensure that the model generalizes well to unseen data and performs as expected for the target application. ==Objectives of Model Evaluation== The key objectives of model evaluation are: *'''Assess Performance:''' Measure how well the model predicts outcomes. *'''Compare Models:''' Evaluate multiple models...) Tag: Visual edit
- 23:18, 1 December 2024 Dendrogram talk contribs created page Observational Machine Learning Method (새 문서: '''Observational Machine Learning Methods''' are techniques designed to analyze data collected from observational studies rather than controlled experiments. In such studies, the assignment of treatments or interventions is not randomized, which can introduce biases and confounding factors. Observational ML methods aim to identify patterns, relationships, and causal effects within these datasets. ==Key Challenges in Observational Data== Observational data often comes with inhere...) Tag: Visual edit
- 23:13, 1 December 2024 Dendrogram talk contribs created page Propensity Score Matching (새 문서: '''Propensity Score Matching (PSM)''' is a statistical technique used in observational studies to reduce selection bias when estimating the causal effect of a treatment or intervention. It involves pairing treated and untreated units with similar propensity scores, which represent the probability of receiving the treatment based on observed covariates. ==Key Concepts== *'''Propensity Score:''' The probability of a unit receiving the treatment, given its covariates. *'''Matching:...) Tag: Visual edit
- 23:13, 1 December 2024 Dendrogram talk contribs created page Causal Graph (새 문서: '''Causal Graph''' is a directed graph used to represent causal relationships between variables in a dataset. Each node in the graph represents a variable, and directed edges (arrows) indicate causal influence from one variable to another. Causal graphs are widely used in causal inference, machine learning, and decision-making processes. ==Key Components of a Causal Graph== A causal graph typically consists of the following: *'''Nodes:''' Represent variables in the system (e.g.,...) Tag: Visual edit
- 23:12, 1 December 2024 Dendrogram talk contribs created page Data Science Contents (새 문서: === 1. Understanding Data Science === * What is Data Science? * Impact on Business * Key Technologies in Data Science === 2. Data Preparation and Preprocessing === * Data Collection * Handling '''Missing Data''' and '''Outlier'''s * Normalization and Standardization === 3. Exploratory Data Analysis (EDA) === * Goals of Data Analysis * Basic Statistical Analysis * Importance of Data Visualization === 4. Supervised Learning === *...) Tag: Visual edit
- 23:11, 1 December 2024 Dendrogram talk contribs created page Outlier (Data Science) (새 문서: '''Outlier''' refers to a data point that significantly deviates from other observations in a dataset. Outliers can arise due to variability in the data, errors in measurement, or rare events. Identifying and addressing outliers is critical in data preprocessing, as they can influence statistical analyses and machine learning models. ==Characteristics of Outliers== Outliers exhibit the following traits: *'''Deviation from Patterns:''' They do not conform to the general distribut...) Tag: Visual edit
- 21:25, 1 December 2024 Dendrogram talk contribs created page Outlier (Data) (새 문서: '''Outlier''' refers to a data point that significantly deviates from other observations in a dataset. Outliers can arise due to variability in the data, errors in measurement, or rare events. Identifying and addressing outliers is critical in data preprocessing, as they can influence statistical analyses and machine learning models. ==Characteristics of Outliers== Outliers exhibit the following traits: *'''Deviation from Patterns:''' They do not conform to the general distribut...) Tag: Visual edit
- 16:21, 1 December 2024 Dendrogram talk contribs created page Principal Component Analysis (새 문서: '''Principal Component Analysis (PCA)''' is a statistical technique used for dimensionality reduction by transforming a dataset into a new coordinate system. The transformation emphasizes the directions (principal components) that maximize the variance in the data, helping to reduce the number of features while preserving essential information. ==Key Concepts== *'''Principal Components:''' New orthogonal axes computed as linear combinations of the original features. The first pr...) Tag: Visual edit