This repository contains resources for the talk "Applied AI in Sport Management," which explores the use of AI in sport management. It aims to support the sport management community in discovering practical and accessible ways to integrate AI tools and applications into their projects and workflows.
- GitHub: Collaboration and version control platform.
- Hugging Face: Model hub and deployment platform.
- Google Colab: Cloud-based Python notebook environment.
- OpenAI API: API access to GPT models and other AI capabilities.
- Ollama: Local AI model deployment.
- Cursor: AI-powered code editor.
- Google AI Studio: Web-based platform for developing generative AI applications.
- Google NotebookLM: AI-powered note-taking and research assistant.
- STORM: AI-powered research and report generation system.
- Zotero: AI-powered Reference management.
| Section | Description | Key Features |
|---|---|---|
| Basic NLP | Code and guides for basic NLP applications using Hugging Face's Transformers library | - Sentiment analysis - Named Entity Recognition (NER) - Text summarization - Topic modeling |
| Basic Multimodal | Code and guides for basic image and speech processing with Hugging Face's Transformers library | - Image classification - Speech recognition |
| LLM Implementation | Code and guides for LLM applications leveraging OpenAI API | - Aspect-Based Sentiment Analysis (ABSA) for game day experience - TGL data filtering for structured outputs - Google Scholar publication extraction and summarization |
| AI Ethics | Resources for assessing ethical implications and biases in AI applications | - Evaluating biased associations in explicitly unbiased LLMs - Bias detection and mitigation guidelines |
| Additional Resources | Additional tools, platforms, and references | - Google AI Studio for multimodal processing - Google NotebookLM for brainstorming and idea generation - STORM for brainstorming and idea generation - Zotero for enhanced literature management and retrieval-augmented generation (RAG) - Ollama for local multimodal processing - Cursor for vibe coding |
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Last updated: October, 2025