What is data labeling in AI, and how do you do it?
When you need to label data, when to do manual vs. automated labeling, and how to get data for labeling in the first place.
Category
Machine learning
Apify can help you generate large-scale datasets from the web for the training of your artificial intelligence and machine learning models.
34 Posts
What is data collection for machine learning?
Learn the whole process of collecting data for AI, from acquisition to generating new datasets.
AI and data extraction: how to deal with lack of data in machine learning
6 ways to deal with insufficient data for AI models.
PyTorch vs. TensorFlow
PyTorch or TensorFlow for deep learning? Find the answer in this in-depth comparison.
How to improve AI models with web scraping and data augmentation
The problems of AI degradation and model collapse and how to solve them.
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.
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.
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.
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.
What is a vector database?
Learn how vector databases can store ML embeddings to integrate with tools like ChatGPT.
How web scraping is bridging language barriers
When a research team set out to build a machine translation module for Syrian and Moroccan migrants and refugees, it faced a significant challenge: how do you get enough data for dialects used only in casual conversation? This is how web scraping became the solution.
What is machine learning doing for us?
Machine learning is becoming crucial for industries that deal with big data. In this article, you’ll discover why companies are turning to machine learning, understand how machines learn, and find out what machine learning can do for your business.
What are the top 8 advantages of web scraping for e-commerce?
How to keep ahead of the competition by using web scraping to monitor prices, track product performance, and keep your listings up to date.
