NLP

Content-based Recommender System: Python Example

In this blog, we will learn about how to implement content-based recommender system using Python programming example. We will learn…

2 months ago

Self-Supervised Learning vs Transfer Learning: Examples

Last updated: 3rd March, 2024 Understanding the difference between self-supervised learning and transfer learning, along with their practical applications, is…

7 months ago

Retrieval Augmented Generation (RAG) & LLM: Examples

Last updated: 26th Jan, 2024 Have you ever wondered how to seamlessly integrate the vast knowledge of Large Language Models…

9 months ago

Attention Mechanism in Transformers: Examples

Last updated: 1st Feb, 2024 The attention mechanism allows the model to focus on relevant words or phrases when performing…

9 months ago

NLP Tokenization in Machine Learning: Python Examples

Last updated: 1st Feb, 2024 Tokenization is a fundamental step in Natural Language Processing (NLP) where text is broken down…

9 months ago

Large Language Models (LLMs): Types, Examples

Last updated: 31st Jan, 2024 Large language models (LLMs), being the key pillar of generative AI, have been gaining traction in…

9 months ago

LLM Optimization for Inference – Techniques, Examples

One of the common challenges faced with the deployment of large language models (LLMs) while achieving low-latency completions (inferences) is…

9 months ago

Transfer Learning vs Fine Tuning LLMs: Differences

Last updated: 23rd Jan, 2024 Two NLP concepts that are fundamental to large language models (LLMs) are transfer learning and…

10 months ago

Transformer Architecture in Deep Learning: Examples

The Transformer model architecture, introduced by Vaswani et al. in 2017, is a deep learning model that has revolutionized the…

10 months ago

LLM Training & GPU Memory Requirements: Examples

As data scientists and MLOps Engineers, you must have come across the challenges related to managing GPU requirements for training…

10 months ago