NLP

Distributed LLM Training & DDP, FSDP Patterns: Examples

Training large language models (LLMs) like GPT-4 requires the use of distributed computing patterns as there is a need to…

4 months ago

Pre-trained Models Explained with Examples

NLP has been around for decades, but it has recently seen an explosion in popularity due to pre-trained models (PTMs),…

4 months ago

NLP Corpus Types (Text & Multimodal): Examples

At the heart of NLP lies a fundamental element: the corpus. A corpus, in NLP, is not just a collection…

4 months ago

Demystifying Encoder Decoder Architecture & Neural Network

In the field of AI / machine learning, the encoder-decoder architecture is a widely-used framework for developing neural networks that…

4 months ago

Attention Mechanism Workflow & Transformer: Examples

The attention mechanism workflow in the context of transformers in NLP, is a process that enables the model to dynamically…

4 months ago

NLP: Different Types of Language Models – Examples

Have you ever wondered how your smartphone seems to know exactly what you're going to type next? Or how virtual…

4 months ago

Bag of Words in NLP & Machine Learning: Examples

Last updated: 6th Jan, 2024 Most machine learning algorithms require numerical input for training the models. Bag of words (BoW)…

4 months ago

Natural Language Processing (NLP) Task Examples

Last updated: 5th Jan, 2024 Have you ever wondered how your phone's voice assistant understands your commands and responds appropriately?…

4 months ago

Text Clustering Real-World Applications: Examples

How often have you wondered about the vast amounts of unstructured data around us and its untapped potential? How can…

8 months ago

Find Topics of Text Clustering: Python Examples

Have you ever clustered a collection of texts and wondered what predominant topics underlie each group? How can you pinpoint…

8 months ago