Agent skill
Machine Learning
Python machine learning with scikit-learn, PyTorch, and TensorFlow
Install this agent skill to your Project
npx add-skill https://github.com/pluginagentmarketplace/custom-plugin-python/tree/main/skills/machine-learning
SKILL.md
Python Machine Learning Skill
Overview
Build machine learning models using Python libraries including scikit-learn, PyTorch, and supporting tools.
Topics Covered
Scikit-learn
- Data preprocessing
- Model selection
- Training pipelines
- Cross-validation
- Hyperparameter tuning
PyTorch Basics
- Tensor operations
- Neural network modules
- Training loops
- DataLoader usage
- GPU acceleration
Feature Engineering
- Feature selection
- Dimensionality reduction
- Feature scaling
- Encoding techniques
- Missing data handling
Model Evaluation
- Metrics selection
- Confusion matrix
- ROC curves
- Learning curves
- Model comparison
MLOps Basics
- Model serialization
- Experiment tracking (MLflow)
- Model versioning
- Serving models
- Reproducibility
Prerequisites
- Python fundamentals
- NumPy and Pandas
- Statistics basics
Learning Outcomes
- Train ML models
- Evaluate model performance
- Build ML pipelines
- Deploy models to production
Recommended Agent Skills
Expand your agent's capabilities with these related and highly-rated skills.
pluginagentmarketplace/custom-plugin-python
Debugging
Python debugging techniques, pdb, and IDE debugging tools
pluginagentmarketplace/custom-plugin-python
Pandas Data Analysis
Master data manipulation, analysis, and visualization with Pandas, NumPy, and Matplotlib
pluginagentmarketplace/custom-plugin-python
FastAPI
FastAPI web framework for building modern APIs with async support
pluginagentmarketplace/custom-plugin-python
Poetry Packaging
Master Python package management with Poetry, dependency resolution, publishing, and project structure
pluginagentmarketplace/custom-plugin-python
Django Framework
Build production-ready web applications with Django MVC, ORM, authentication, and REST APIs
pluginagentmarketplace/custom-plugin-python
Python Performance
Master Python optimization techniques, profiling, memory management, and high-performance computing
Didn't find tool you were looking for?