پروژه پایتون

#پروژه\_جدید #کدپروژه : 91470موضوع : پروژه پایتون =/سلام وقت بخیر یه پروژه داشتم میخواستم زحمتشو بکشیدTask: Automate Job Data Collection with Crawl4AI and n8nObjective: Use Crawl4AI to scrape, preprocess, and store data from public UK job boards into a vector database.Steps: 1. Set Up Crawl4AI: • Configure it to target job boards like Find a Job and Civil Service Jobs. • Specify crawling scope (e.g., job search and detail pages). 2. Define Data Fields: • Job Title • Company Name • Location • Salary • Job Description • Posting Date 3. Preprocessing: • Use Crawl4AI’s built-in tools to clean data (remove HTML tags, normalize fields). • Deduplicate entries using unique identifiers (e.g., job title + company + posting date). 4. Vector Database Integration: • Generate embeddings for job descriptions using a language model. • Store embeddings and metadata in the vector database for efficient querying.Deliverables: • Configured Crawl4AI project for targeted crawling. • Cleaned, deduplicated job data. • Populated vector database with searchable embeddings.For vector database use postgres + pgai extension: https://github.com/timescale/pgaiCrawl4ai: https://github.com/unclecode/crawl4aiUse Ollama + OSS LLM for the crawlاین سایتی هست که باید اطلاعاتش استخراج بشه https://findajob.dwp.gov.uk/search?q=&w=با پایتون و از crawl4ai استفاده بشهتا فردا صبح زمان دارم