Natural Language Understanding

Hallucinations In LLMs Made Simple: Causes, Detection, And Mitigation Strategies

Introduction Large language models (LLMs) have rapidly become a core component of modern NLP applications, powering chatbots, search assistants, summarization…

6 days ago

Machine Learning For Documents [How It Works & 15 Popular Tools]

Introduction Every organisation today is flooded with documents — contracts, invoices, reports, customer feedback, medical records, research papers, and more.…

4 months ago

Low-Resource NLP Made Simple [Challenges, Strategies, Tools & Libraries]

Introduction Natural Language Processing (NLP) powers many of the technologies we use every day—search engines, chatbots, translation tools, and voice…

4 months ago

Top 14 Python Natural Language Processing (NLP) Libraries With How To Tutorials

Introduction Language is at the heart of human communication—and in today's digital world, making sense of language at scale is…

4 months ago

Embedding Models Explained, How To Use Them & 10 Tools/Frameworks

What Are Embedding Models? At their core, embedding models are tools that convert complex data—such as words, sentences, images, or…

5 months ago

Vector Embeddings Made Simple & How To Tutorial In Python

What Are Vector Embeddings? Imagine trying to explain to a computer that the words "cat" and "dog" are more similar…

5 months ago

Viterbi Algorithm Made Simple [How To & Worked-Out Examples]

Introduction Imagine trying to understand what someone said over a noisy phone call or deciphering a DNA sequence from partial…

8 months ago

Structured Prediction In Machine Learning: What Is It & How To Do It

What is Structured Prediction? In traditional machine learning tasks like classification or regression a model predicts a single label or…

8 months ago

Anomaly Detection In LLM Responses [How To Monitor & Mitigate]

What is Anomaly Detection in LLMs? Anomaly detection in the context of Large Language Models (LLMs) involves identifying outputs, patterns,…

1 year ago

Text Annotation Made Simple And 7 Popular Tools

What is Text Annotation? Text annotation is the process of labelling or tagging text data with specific information, making it…

1 year ago