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Articles by Ryan Giggs
Premier League Icon's Wild Romantic History Revealed
Skip to stories Breaking •Eden Prairie Ups Security After Football Game Shooting•Necropsy Reveals Cause of Death for Famed Big Bear Eagle Jackie•L'Anse Creuse Bans Middle Schoolers From High School Games•Oil Price Forecast: Where US Crude Heads Next Week and Beyond•Early Voting Surges in 2026 Midterm Elections•Eden Prairie Ups Security After Football Game Shooting•Necropsy Reveals Cause of Death for Famed Big Bear Eagle Jackie•L'Anse Creuse Bans Middle Schoolers From High School Games•Oil...
Skal ha bedt om å få forlate Manchester United
15 år gamle JJ Gabriel har bedt om å forlate Manchester United umiddelbart. Gabriel har spilt for United siden han var 11 og scoret over 20 mål forrige sesong. Ryan Giggs har kalt ham et «generasjonstalent» og sammenlignet ham med Wayne Rooney. 15 år gamle JJ Gabriel har formelt varslet om at han ønsker å avbryte sin registrering hos Manchester United med umiddelbar virkning, skriver The Telegraph. Nyheten kommer bare dager etter at tenåringen scoret hattrick mot FK Sabah i UEFA Youth League.
My Data Pipeline Caught an AI Fabricating a Source. Here's What 19 Years of Safaricom's Financial Data Taught Me About Trust.
Partway through building a data pipeline on Safaricom's public financial disclosures, one of my own extraction passes handed me two numbers for Ethiopia's EBIT loss, and a citation to back them up. The citation credited the quote to Reuters and CNBC Africa. Neither outlet had ever said it. The numbers were wrong, and something along the way had generated a source to make the wrong numbers look confirmed.
Building Container Images and Container Orchestration Fundamentals
If you have spent any time around modern software development, you have heard the phrase "it works on my machine." Docker was built to kill that excuse for good. By packaging everything an application needs into a single portable unit called a container image, Docker ensures that what runs on your laptop runs identically in staging, in CI, and in production.
I Built a Hybrid Search Engine From Scratch — Here's What I Learned (LLM Zoomcamp 2026, Module 2)
I just completed Module 2 of the LLM Zoomcamp 2026 by @DataTalksClub — and this module completely changed how I think about search. Module 1 taught me RAG and agentic pipelines. Module 2 taught me that the search step inside RAG matters far more than I realized — and that keyword search is only half the story. Here's everything I built and learned. What Is Vector Search and Why Does It Matter? Traditional keyword search matches words.
Oracle Database 23ai: Vector Similarity Search - Exact, Approximate, and Multi-Vector Strategies
Oracle Database 23ai's AI Vector Search provides multiple strategies for finding similar vectors, each with different trade-offs between accuracy, speed, and resource usage. Understanding when to use exact search, approximate search, or multi-vector search—and knowing the essential vector functions—is crucial for building high-performance semantic search applications. Understanding Similarity Search Types Exact similarity search calculates a query vector's distance to all other vectors.
Oracle Database 23ai introduces native vector capabilities that enable semantic search directly within SQL. Understanding how to create vectors, calculate distances, and choose appropriate metrics is fundamental to building effective AI-powered applications. This comprehensive guide explores vector operations in Oracle 23ai with practical examples and best practices.
Batch Processing with Apache Spark
Week 6 of Data Engineering Zoomcamp by @DataTalksClub complete Just finished Module 6 - Batch Processing with Spark.
From APIs to Warehouses: AI-Assisted Data Ingestion with dlt
🚀 dlt Workshop of Data Engineering Zoomcamp by @DataTalksClub complete Just finished the Data Ingestion workshop with @dltHub.
Understanding Semantic Search: Vector Embeddings and Similarity Search
Semantic search represents a fundamental shift in how we retrieve information from databases and search engines. Unlike traditional keyword-based search that relies on exact text matches, semantic search understands the meaning and context behind queries, enabling more intuitive and accurate information retrieval. What is Semantic Search? Semantic search is an advanced search technique that goes beyond keyword matching to understand the intent and contextual meaning behind a query.
Oracle AI Vector Search in Oracle Database 23ai
Oracle Database 23ai (formerly 23c) represents a significant leap forward in integrating artificial intelligence capabilities directly into the database. One of its most groundbreaking features is AI Vector Search, which enables the database to understand conceptual similarity between pieces of data. This powerful feature eliminates the need for separate vector databases and allows you to perform semantic searches alongside traditional business queries within a unified system.
RAG Pipeline Deep Dive: Ingestion, Chunking, Embedding, and Vector Search
Retrieval-Augmented Generation (RAG) has become the default approach for providing context and memory to AI applications. Understanding the RAG pipeline—from document ingestion to final response generation—is essential for building high-performance AI systems. This comprehensive guide explores each stage of the RAG workflow, with special focus on Oracle Database 23ai's native vector capabilities.
OCI Generative AI and LangChain: Building Enterprise AI Applications with Oracle
Integrating Oracle Cloud Infrastructure (OCI) Generative AI with LangChain unlocks powerful capabilities for building enterprise-grade AI applications. This comprehensive guide explores the official integration, demonstrates practical implementations, and shows how Oracle Database 23ai complements LangChain workflows for complete end-to-end AI solutions. What is LangChain? LangChain is a powerful, open-source framework for developing applications powered by large language models (LLMs).
OCI Generative AI Security: Dedicated GPUs, RDMA Networks, and Enterprise-Grade Data Protection
Security and privacy of customer workloads is an essential design tenet for Oracle Cloud Infrastructure (OCI) Generative AI. In an era where data breaches and AI security vulnerabilities dominate headlines, OCI has architected a comprehensive security framework that ensures enterprise-grade protection for AI workloads. This deep dive explores the multi-layered security approach that makes OCI Generative AI one of the most secure platforms for enterprise AI deployments.
Redesain Kemasan Jajanan Bu Sri Untuk Meningkatkan Daya Tarik Konsumen
MOJOKERTO, Selasa (13/1/2026) – Program pengabdian masyarakat yang dilaksanakan oleh mahasiswa Universitas 17 Agustus 1945 (UNTAG) Surabaya di Desa Kuripansari, Kecamatan Pacet, Kabupaten Mojokerto, menyasar pengembangan potensi usaha mikro lokal.
Customizing LLMs with Your Data: A Progressive Strategy from Prompting to Fine-Tuning
Large Language Models are powerful, but they're trained on general knowledge and may not understand your specific domain, organizational context, or proprietary information. While training an LLM from scratch might seem like the answer, the costs and complexity make it impractical for most organizations. The good news? There's a progressive, cost-effective path to customizing LLMs with your data.
Chat and Embedding Models in OCI Generative AI
Oracle Cloud Infrastructure (OCI) Generative AI provides two powerful categories of models: chat models for conversational AI and text generation, and embedding models for semantic understanding and search. Understanding how to configure and optimize these models is essential for building effective AI applications. Understanding Tokens Before diving into model parameters, it's crucial to understand that LLMs understand tokens rather than characters.
LLM Applications: From Code Generation to Autonomous Agents
Large Language Models have evolved far beyond simple text generation, spawning a diverse ecosystem of specialized applications. From code-writing assistants to autonomous agents that browse the web, these models are transforming how we interact with technology. Let's explore the major categories of LLM applications that are shaping the future of AI. Code Models: Programming with AI Code models are LLMs specifically trained on source code, comments, documentation, and programming patterns.
Fundamentals of Large Language Models: Understanding LLM Architectures
What is an LLM? An LLM (Large Language Model) is fundamentally a probabilistic model that predicts distributions over vocabulary tokens. At its core, an LLM understands a fixed set of words called a vocabulary and assigns probabilities to each word appearing in a given context. The "Large" in LLM refers to the number of parameters the model contains. These models can have billions or even trillions of parameters, allowing them to capture complex patterns in language.
MySQL HeatWave: Migrating Your Data to HeatWave Service
Migrating data to MySQL HeatWave is a critical step in leveraging the cloud's power for your database workloads. MySQL Shell dump utilities provide the recommended method for exporting data from source MySQL databases and importing them into HeatWave DB systems. These utilities offer HeatWave-specific compatibility checks, parallel processing, and automatic modifications to ensure smooth migrations.
MySQL HeatWave: Backing Up and Restoring DB Systems
Data protection is paramount in any database environment. MySQL HeatWave provides comprehensive backup and restore capabilities to safeguard your data against accidental loss, corruption, cyberattacks, and hardware failures. Understanding how to effectively use backups and point-in-time recovery features is essential for database administrators managing critical applications.
MySQL HeatWave: Identifying and Testing Failover in High Availability DB Systems
In a high availability MySQL HeatWave DB system, automatic failover is a critical mechanism that ensures business continuity when the primary instance becomes unavailable. Understanding how to identify when a failover has occurred and how to properly test failover scenarios is essential for database administrators managing mission-critical applications.
MySQL HeatWave Architecture: A Complete Guide
Introduction MySQL HeatWave is Oracle's fully managed database service that uniquely combines Online Transaction Processing (OLTP) and Online Analytical Processing (OLAP) workloads in a single platform. Built on MySQL Enterprise Edition, it delivers real-time analytics on transactional data without requiring ETL duplication to a separate analytics database.
thảo luận - Hỗ trợ tư vấn vay mua nhà đất, chung cư
#1 Hi mấy thím. Em làm tín dụng bên OCB Quận 4 Em hỗ trợ tư vấn vay mua nhà đất, chung cư tại TPHCM. Các thím có vấn đề thắc mắc, lo âu khi mua nhà em sẽ tư vấn hết. Bên em thì đang mở cho vay, lãi suất ưu đãi 7,5% 2 năm đầu, hết ưu đãi lãi suất sẽ lên khoảng 10,9%/năm. Thím nào tin tưởng giao hồ sơ em làm nhé. Hỗ trợ hết mức cho mấy thím.
SG - OCB Quận 4 hỗ trợ vay thế chấp cho voz
Hi các thím. Em bên OCB (Ngân hàng Phương Đông) ở Quân 4 TPHCM. Bên em đang có gói vay mua nhà, đất chung cư lãi suất 6,6%/năm. Vay bổ sung vốn kinh doanh lãi xuất 6,3%/năm. Điều kiện: có nhà đất thế chấp là được. Em hỗ trợ hồ sơ chi phí thấp nhất cho anh em Voz ạ. Mật thư em để được hỗ trợ nhanh mấy thím eiiiiii.
Liverpool vs Man United: Where to watch the game in USA
Viewers in the US can find Liverpool vs Manchester United in several locations, depending on the date, time, and competition. The rights to the Premier League are held by NBC. While certain matches each week are exclusively shown on their Peacock streaming service, big games are broadcast on television on the USA Network or the main NBC over-the-air channel. United-Liverpool is a marquee matchup that almost certainly will be shown on USA or NBC.
Manchester United are going to Wembley - this is what football’s about
Reaching a cup final is one of the greatest moments as a football fan as your club chases the ultimate victory… Fans talking about what they’re planning for February 26th’s League Cup final since the 3-0 semi-final first-leg triumph at Nottingham Forest.Thousands of fans line the route to watch Manchester United parade their Premier League and FA Cup trophies in 1994 (Photo: John Giles – PA Images/PA Images via Getty Images) It will be the first chance for United fans to see their team at...
Trial for ex-United star Giggs begins in London - TSN.ca
LONDON (AP) — Former Manchester United star Ryan Giggs, adored by fans throughout a 24-year career, has a more sinister side to his character, prosecutors said Monday as he went on trial on charges of assault and use of coercive behavior against an ex-girlfriend. Prosecutor Peter Wright told the jury at Minshull Street Crown Court in Manchester that while Giggs’ soccer skills were a thing of beauty, his off-field life was very different.
Giggs quits as Wales coach ahead of domestic violence trial - TSN.ca
CARDIFF, Wales (AP) — Ryan Giggs has quit as Wales coach with immediate effect, saying on Monday he didn't want his upcoming trial on charges of domestic violence to destabilize the national team heading into its first appearance at the World Cup since 1958. The Manchester United great has been on leave from his post since November 2020, with his assistant, Robert Page, guiding the Welsh to the World Cup in Qatar via the European playoffs this month.
Wales coach Ryan Giggs domestic violence trial set to be after World Cup playoffs
Jan 18, 2022 The Canadian Press Ryan Giggs , The Canadian Press MANCHESTER, England (AP) — Suspended Wales coach Ryan Giggs’ trial on charges of domestic violence will not take place before the team plays in the World Cup playoffs in March. A backlog of cases at Manchester Crown Court means no courtroom is available to take the case until Aug. 8, a judge said Tuesday. The trial involving Giggs had been fixed to start next week. Wales plays Austria in Cardiff in the World Cup playoffs on March 24.
11 Outstanding Records Held By Lionel Messi
11 Outstanding Records Held By Lionel Messi by AprokoGirl: 9:50am On Aug 06 Barcelona on Thursday confirmed that Argentine star Lionel Messi will be leaving the club following a breakdown in contract talks, ending a 20-year stay which saw him shattering many records and winning several laurels. Messi had been in long-drawn contract talks with the La Liga team with reports earlier suggesting he had sealed a five-year deal with them.
Wales manager Ryan Giggs arrested: reports
Wales manager Ryan Giggs arrested: reports Giggs was arrested and questioned on suspicion of actual bodily harm and assault, a newspaper said. FILE: Wales manager, Ryan Giggs, poses for photographers at the Hensol Castle hotel, south Wales on 15 January 2018. Picture: AFP AFP | one hour ago LONDON - Wales manager and Manchester United great Ryan Giggs has been arrested on suspicion of assault, according to UK newspaper reports late Monday.
Wales cancel news conference after reports involving Ryan Giggs
CONCACAF League – Round of 16: Tauro FC vs. Forge FC Tonight at 7:57PM ET / 4:57PM PT on TSN3 and TSN5 MLS Decision Day: DC United vs. Impact Sun 3PM ET / NOON PT on TSN1 MLS Decision Day: NY Red Bulls vs. Toronto FC Sun 3PM ET / NOON PT on TSN4 MLS Decision Day: Whitecaps FC vs.
Class of 92
Synopsis As modern football legends, the Class of 92 need no introduction. Class of 92: Out of Their League, however, opens a dramatic new chapter in the story of former Manchester United greats Gary and Phil Neville, Paul Scholes, Ryan Giggs and Nicky Butt, as they take on a new role in each of their lives: owners of semi-professional club Salford City FC.
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