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Welcome to the AI4ME Cookbook

Module 1 | AI/ML Basics

1. Review | AI/ML Lunch & Learn: Object Detection
2. Slides | AI/ML: Vision CNN Slides
3. AI/ML Model Project Lifecycle
4. Where to Find Data

Module 2 | AI/ML Annotation and Tools

5. Role of Annotations in Model Performance
6. Annotation Best Practices
8. Annotation Tools
11. 🛠️ Exercise - Annotation

Module 3 | AI/ML Model Development & Training

12. Exploratory Data Analysis (EDA)
13. 🛠️ Exercise - Exploratory Data Analysis (EDA) | Example 01
14. 🛠️ Exercise - Exploratory Data Analysis (EDA) | Example 02 Using FiftyOne Tool
16. Dataset Prep
17. 🛠️ Dataset Prep: Dataset Split Example
18. Model Training
19. 🛠️ Exercise - Model Training

Module 4 | Model Eval, Deployment & Management

27. Model Card – One‑Page Quick Guide
28. Model Evaluation
31. Model Deployment
32. 🌊 AI for Marine Ecosystems (AI4ME) API
33. AI4ME | AI for Marine Ecosystems API Demo
36. Model Management

Q&A/Roundtable Discussions

Q&A | Roundtable Discussion

Hugging Face Examples

Hugging Face Examples

Resources

Resources
FAQ
Awesome Ocean AI Resources
Open Science AI/ML Showcase
Open Science AI/ML Toolkit
Open-science resources by NCAI

Repository
Open issue

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Slides | AI/ML: Vision CNN Slides

2. Slides | AI/ML: Vision CNN Slides#

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3. AI/ML Model Project Lifecycle

By michael.akridge