How to improve AI models with web scraping and data augmentation
The problems of AI degradation and model collapse and how to solve them.
Category
AI
Learn about various AI tools that you can use with Apify to enhance your web scraping and automation workflow. Data extraction is crucial for training AI models, so read on and see how Apify can help you build extensive datasets.
68 Posts
6 challenges of AI implementation
Artificial intelligence holds immense potential for transforming industries, but the road to successful implementation is rife with obstacles. From grappling with a talent gap and outdated infrastructure to considering ethical dilemmas, find out what could hold your AI back.
How to create a custom AI chatbot with Python
By the end of this short tutorial, you'll know how to use Python to develop a retrieval-augmented chatbot!
AI web scraping tools: do they really work?
Can AI do web scraping? We tried a couple of “AI-powered” tools and a GPT model. This is what we found.
How Intercom uses Apify to feed web data to its AI chatbot for customer support
Find out how Fin, Intercom’s new customer support AI chatbot, uses Apify's web crawling technology to leverage data from customer websites and documentation.
Web scraping for AI: how to collect data for LLMs
A tutorial that shows you how to crawl, extract, and process web data to feed, fine-tune, or train large language models.
How web scraping and AI are helping to find missing children
The Missing Children initiative began with a Facebook page. Web scraping Facebook for data labeling has taken it to a whole new level and the initiative is now reuniting families all over Egypt.
Traditional NLP techniques and the rise of LLMs
The field of NLP has changed with the rise of LLMs, but NLP still has a role to play. Apply NLP techniques to scraped data and learn about tokenization, stemming, lemmatization, removing stop words, and more NLP techniques.
10 reasons tourists hate European landmarks (according to data from Google Maps)
A small data project to visualize and analyze bad Google Maps reviews of popular European landmarks.
Python and machine learning
Learn how to use Python and machine learning to solve complex problems that defeat traditional programming methods. Find out about Pandas, TensorFlow, Scikit-learn, and how they can transform data.
Top 5 books on AI
rRead this comprehensive selection of books on AI recommended by business leaders. You‘ll gain an in-depth understanding of AI's history, machine learning, generative AI, diversity in AI, and AI for cybersecurity.
AI in marketing: using the right tools to grow in 2024
Discover how AI is reshaping the future of marketing, with a projected value of $108B by 2028. Learn key tools, strategies, and real-world cases.
What is Haystack? An introduction to the NLP framework
In a previous blog post, we introduced you to a renowned platform for NLP: Hugging Face. Now it's Haystack's turn!
What is Hugging Face 🤗 and why use it for NLP and LLMs?
How Hugging Face has revolutionized NLP and is making complex language models more accessible to a wide range of users.
How to use LangChain with OpenAI, Pinecone, and Apify
Use LangChain, Pinecone, and Apify to extend the capabilities of OpenAI's ChatGPT and answer questions based on data after 2021 or from any dataset.
6 open-source Pinecone alternatives for LLMs
Pinecone is an excellent vector database for generative AI. But so are these open-source alternatives!
Large language models: are they really AI?
I’m just a writer standing in front of an LLM, asking it to stop calling itself an AI.