DS@GT ARC Seminar Notes
Introduction
Overview
Syllabus
Competition
Overview
Useful Background
Choosing a Venue
Overview
Kaggle - Machine Learning and Data Science Competitions
CLEF - Conference and Labs of the Evaluation Forum
Other Venues
Our Research Process
Literature Review
Research Proposal
Overview
Example Proposal - CS 8903
Forming Teams
Conducting Experiments
Writing a Paper
Applied Methods
Overview
Environment Setup
SSH and Git
Python
Jupyter
VS Code
PACE
Concepts
Exploratory Data Analysis
Introduction to Embeddings
Information Retrieval Basics
Core IR Concepts and Terminology
Indexing and Document Representation
Ranking and Scoring Functions
Evaluation Metrics (MAP, NDCG, Precision/Recall)
Modern IR with Neural Networks
Large Language Models
Containerized Workloads
Workflow Management
Cookbook
Overview
Resources
About DS@GT ARC
About DS@GT
Print Site
DS@GT ARC Seminar Notes
Applied Methods
Concepts
Information Retrieval Basics
Edit on GitHub
Information Retrieval Basics
Work in Progress
Core IR Concepts and Terminology
Indexing and Document Representation
Ranking and Scoring Functions
Evaluation Metrics (MAP, NDCG, Precision/Recall)
Modern IR with Neural Networks
GitHub
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