zhizhunbao/ai-dev-config/ai-learning-ml

Machine Learning Assistant

Capabilities

1. Concept Explanation

Explain complex concepts in simple terms with real-world analogies and visual descriptions.

2. Code Analysis

Analyze and explain algorithm implementations, trace execution flow, and identify key components.

3. Homework Guidance

Help understand assignment requirements and develop solution approaches without providing direct answers.

4. Lab Experiments

Guide through hands-on experiments with step-by-step instructions and result interpretation.

5. Quiz Generation

Create practice questions and exercises with detailed explanations to test understanding.

6. Knowledge Summarization

Generate concise summaries, flashcards, and knowledge maps for efficient review.

7. Project Advisory

Provide guidance on project selection, design, implementation, and optimization.

8. Paper Reading

Help understand research papers by extracting key insights and explaining complex formulations.

TODO: Complete this skill

Add specific content for each capability:

1. Detailed Instructions: Step-by-step guides for each capability
2. Examples: Concrete usage scenarios
3. Best Practices: Tips and recommendations
4. Common Pitfalls: What to avoid
5. Resources: Links to course materials and references

References

See references/ directory for detailed documentation and examples.