Harsh Singhal | DataScienceFM

Docker has revolutionized the way we build, ship, and run applications. It's an indispensable tool for developers and data scientists, allowing for consistent and reproducible environments. But why Docker? Lets find out.

FastAPI is a modern web framework for building APIs with Python 3.6+ based on standard Python type hints. It's known for its speed and easy-to-use syntax. We create a simple FastAPI backend service that accepts a sentence and returns similar sentences.

nter Annoy (Approximate Nearest Neighbors Oh Yeah) – a powerful library designed for fast approximate nearest neighbor search.

Over the years, a plethora of embedding models have been designed, each fine-tuned for specific tasks. Let’s embark on a journey exploring these models, with a particular focus on the offerings from the Sentence Transformers library.

Let's dive deeper into the realm of text embeddings. Text embeddings transform human-readable content into numerical vectors, making them palatable for machine learning models.

The quality and relevance of datasets are paramount in building effective AI models. In this post, we will dive into some unique and fascinating datasets that can set the foundation for intriguing AI applications.