Tree-Based Methods in Machine Learning, Deep Learning, and AI
This capstone gathers the threads. Tree-based methods are not a quaint pre-deep-learning relic --- they are a living, dominant branch of modern AI, and increasingly they with deep learning. We tour their reign over tabul
阅读文章 →Preface: how to use this book
There is a quiet truth in applied machine learning: while deep networks dominate images, audio, and text, the workhorse for the that run businesses --- spreadsheets of customers, transactions, sensors, and records --- is
阅读文章 →RAG + AI 完整教材
從零開始打造一套生產級 RetrievalAugmented Generation(檢索增強生成)系統 主要技術棧:LangChain + OpenAI + Chroma;輔以 Ollama + FAISS 本地化方案 適合對象:Python 開發者、AI 應用工程師、資料工程師
阅读文章 →RAG AI 範例專案
依據 RAGAI完整教材.mdRAGAI完整教材.md 附錄 A 實作的生產級 PDF / Markdown 智能問答系統。
阅读文章 →范例科技 — 常見問題 FAQ
超過 rate limit 會回傳 HTTP 429,建議使用指數退避(exponential backoff)重試。
阅读文章 →范例科技股份有限公司員工手冊
阅读文章 →Playwright Tutorial: Website Testing and Data Crawling
This directory contains comprehensive examples for using Playwright with Python for both website testing and data crawling.
阅读文章 →Quick Start Guide
Get started with web scraping in 5 minutes
阅读文章 →Web Crawling Tutorial: From Beginner to Advanced
This repository contains comprehensive teaching materials and Python code examples for learning web crawling at three different levels.
阅读文章 →Scrapy Example
This directory contains a Scrapy spider example.
阅读文章 →Advanced Level: Professional Web Scraping
By the end of this level, you will be able to: Use Selenium to scrape JavaScriptheavy websites Implement asynchronous scraping for better performance Use the Scrapy framework for largescale scraping Integrate scrapers wi
阅读文章 →Advanced Level Exercises
Hint: Try scraping a modern SPA Single Page Application website.
阅读文章 →Beginner Level: Introduction to Web Scraping
By the end of this level, you will be able to: Understand what web scraping is and when to use it Make HTTP requests to fetch web pages Parse HTML content using BeautifulSoup Extract specific data from web pages Handle b
阅读文章 →Beginner Level Exercises
Hint: Try scraping from a news website like BBC News or CNN.
阅读文章 →Intermediate Level: Advanced Web Scraping Techniques
By the end of this level, you will be able to: Handle pagination and navigate through multiple pages Submit forms and handle POST requests Implement rate limiting and respectful scraping Handle errors gracefully with ret
阅读文章 →Intermediate Level Exercises
Hint: Try scraping from a demo ecommerce site or use quotes.toscrape.com for practice.
阅读文章 →SSD — Sitio Web Portfolio
核心目标: 在大四实习期间作为求职工具,向西班牙设计公司展示个人能力 传达独特的设计哲学:"轻足迹"空间设计理念 毕业后作为持续更新的职业名片
阅读文章 →Chijia · Portfolio personal
Diseño donde los humanos aterrizan suavemente. 设计,让人轻轻落脚的地方。
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