Apify is a platform that provides tools and services for web scraping, data extraction, and automation. It offers pre-built web scrapers (called Actors) for popular websites, serverless program execution, integrations with other apps, and storage solutions for scraped data. Apify is particularly focused on enabling users to collect web data for AI and machine learning applications, such as training large language models (LLMs) like ChatGPT or LLaMA.
Apify offers a free tier for users to get started, with paid plans available for more advanced features and higher usage limits. Pricing details are not explicitly mentioned on the website, but users can contact sales for custom enterprise solutions or explore the free tier to test the platform.
What is generative AI?
Generative AI refers to deep learning models that generate text, images, audio, or other data types in response to prompts. Examples include ChatGPT and MidJourney.
What are large language models (LLMs)?
LLMs are transformer-based AI models that understand and generate human-like text. Examples include ChatGPT, LLaMA, and BARD.
Why use web scraping for AI?
Web scraping provides reliable, up-to-date data to train, fine-tune, or prompt LLMs, enabling them to deliver accurate and context-aware responses.
What is LangChain?
LangChain is an open-source framework for building applications powered by language models, connecting them to external data sources for enhanced functionality.
How do I train LLMs with scraped data?
1. Use tools like Apify’s Website Content Crawler to collect web data.
2. Clean and process the data.
3. Integrate it with tools like LangChain or Pinecone for training or fine-tuning LLMs.
What is retrieval-augmented generation (RAG)?
RAG combines retrieval-based and generative AI approaches to improve the quality and relevance of generated text, making it ideal for chatbots.
What are vector databases?
Vector databases store and index vector embeddings, enabling efficient search and retrieval of similar data for AI applications.
What is Pinecone?
Pinecone is a vector database used for semantic search, recommendation systems, and natural language processing.
How does Apify help with AI chatbots?
Apify provides tools to scrape and ingest website content, enabling chatbots to deliver accurate, real-time responses based on external data sources.
