Exploring AI with Jack Tol – jacktol.net

Building a Data Pipeline for USDA FoodData Central: From Raw Files to a Structured Dataset

ai

data pipeline

usda

rag

project

nlp

An in-depth guide to building a pipeline that transforms the USDA FoodData Central dataset into a unified, consolidated format, ready for AI and machine learning applications.

Fine-Tuning Whisper for Air Traffic Control: 84% Improvement in Transcription Accuracy

ai

project

nlp

aviation

fine-tuning

Fine-tuning OpenAI’s Whisper medium.en on Air Traffic Control (ATC) data achieved a 15.08% WER and an 84% accuracy boost, offering a powerful solution to improve aviation communication and safety.

AGI Won’t Come from More Compute, It Needs Smarter Design

ai

machine learning

agi

deep learning

reinforcement learning

Covering Why Scaling Compute Alone Won’t Lead to AGI and How Reinforcement Learning Will Drive Progress Toward Intelligent & Adapatable Models.

Introducing YouTubeGPT: Turning Videos into Dynamic Conversations

ai

project

conversational ai

deployment

nlp

rag

Exploring the Potential of LCLMs for Enhanced, Context-Rich Video Content Interaction

arXiv RAG Project Part 3 | Building and Deploying the Application

ai

machine learning

project

deployment

deep learning

nlp

rag

From Prototype to Deployment: Covering Frameworks, Async Support, Hosting Platforms, and More

arXiv RAG Project Part 2 | Building the Prototype

ai

machine learning

prototype

project

deep learning

nlp

rag

Bringing the Parts Together to Construct a Working Prototype

arXiv RAG Project Part 1 | Project Introduction and the Metadata Pipeline

ai

machine learning

project

deep learning

nlp

rag

An In-Depth Introduction to the arXiv RAG Project and the Metadata Pipeline

An Introduction to Retrieval Augmented Generation (RAG) in Large Language Models

ai

machine learning

deep learning

nlp

rag

Enhancing Language Models with RAG

Navigating the Landscape of AI: A Map for the Journey

introduction

data science

ai

machine learning

deep learning

An Introduction to foundational concepts in Machine Learning, Deep Learning, and Artificial Intelligence, exploring their interconnections and practical applications.