AI/ML Research

Building LLM Applications with Hugging Face Endpoints and FastAPI

FastAPI is a modern and high-performance compliant web framework for building APIs with Python.

4 months ago

10 Python One-Liners That Will Boost Your Data Preparation Workflow

Data preparation is a step within the data project lifecycle where we prepare the raw data for subsequent processes, such…

4 months ago

Text Generation with GPT-2 Model

This tutorial is in four parts; they are: • The Core Text Generation Implementation • Contrastive Search: What are the…

4 months ago

Auto-Completion Style Text Generation with GPT-2 Model

This post is in six parts; they are: • Traditional vs Neural Approaches • Auto-Complete Architecture • Basic Auto-Complete Implementation…

4 months ago

Understanding RAG Part VI: Effective Retrieval Optimization

Be sure to check out the previous articles in this series: •

4 months ago

Understanding Probability Distributions for Machine Learning with Python

In machine learning, probability distributions play a fundamental role for various reasons: modeling uncertainty of information and data, applying optimization…

4 months ago

How to Do Named Entity Recognition (NER) with a BERT Model

This post is in six parts; they are: • The Complexity of NER Systems • The Evolution of NER Technology…

4 months ago

Understanding RAG Part V: Managing Context Length

Be sure to check out the previous articles in this series: •

4 months ago

Prompt Engineering Patterns for Successful RAG Implementations

You know it as well as I do: people are relying more and more on generative AI and large language…

5 months ago