Neri Van Otten

The Vanishing Gradient Problem, How To Detect & Overcome It

When does it occur? How can you recognise it? And how to adapt your network to avoid the vanishing gradient…

3 years ago

Understanding Elman RNN — Uniqueness & How To Implement In Python With PyTorch

What is the Elman neural network? Elman Neural Network is a recurrent neural network (RNN) designed to capture and store…

3 years ago

Self-attention Made Easy & How To Implement It In PyTorch

Self-attention is the reason transformers are so successful at many NLP tasks. Learn how they work, the different types, and…

3 years ago

Gated Recurrent Unit Explained & How They Compare LSTM, RNN & CNN

What is a Gated Recurrent Unit? A Gated Recurrent Unit (GRU) is a Recurrent Neural Network (RNN) architecture type. It…

3 years ago

How To Use Text Normalization Techniques In NLP With Python [9 Ways]

Text normalization is a key step in natural language processing (NLP). It involves cleaning and preprocessing text data to make…

3 years ago

Part-of-speech (POS) Tagging In NLP: 4 Python How To Tutorials

What is Part-of-speech (POS) tagging? Part-of-speech (POS) tagging is fundamental in natural language processing (NLP) and can be done in…

3 years ago

How To Implement Transformers For Natural Language Processing (NLP) [4 Python Tutorials]

Transformers Implementations in TensorFlow, PyTorch, Hugging Face and OpenAI's GPT-3 What are transformers in natural language processing? Natural language processing…

3 years ago

Top 5 Ways To Implement Question-Answering Systems In NLP & A List Of Python Libraries

What is a question-answering System? Question answering (QA) is a field of natural language processing (NLP) and artificial intelligence (AI)…

3 years ago

The Curse Of Variability In Machine Learning And How To Overcome It

What is the curse of variability? The curse of variability refers to the idea that as the variability of a…

3 years ago

Siamese Network In Natural Language Processing (NLP) Made Simple & How To Tutorial In Python

What is a Siamese network? It is also commonly known as one or few-shot learning. They are popular because less…

3 years ago