Data Science & ML Agent Skills

AI Ethics Validator

Evaluates and improves the ethical integrity and fairness of AI models and datasets through automated bias detection and mitigation strategies.

AI SDK Agent Orchestration

Orchestrates complex multi-agent systems using AI SDK v5 to facilitate intelligent routing, agent handoffs, and coordinated workflows across multiple AI providers.

Data Visualization Creator

Generates informative and visually appealing charts, plots, and graphs through intelligent data analysis and automated selection of optimal visualization types.

Genkit Production Expert

Builds and deploys production-grade Firebase Genkit applications including RAG systems, multi-step workflows, and AI monitoring across Node.js, Python, and Go.

Dataset Splitter

Partitions datasets into training, validation, and testing sets to prepare data for machine learning workflows.

Data Anomaly Detection

Identifies outliers and unusual patterns in datasets using machine learning algorithms to uncover potential errors, fraud, or security threats.

Sentiment Analysis Tool

Analyzes text data to identify emotional tone and classify sentiment as positive, negative, or neutral.

Vertex AI Agent Builder

Builds and deploys production-ready generative AI agents leveraging Google Cloud's Vertex AI platform and Gemini models.

Deep Learning Model Optimizer

Optimizes deep learning models to improve accuracy, reduce training duration, and minimize resource consumption through advanced algorithms and architectural analysis.

Machine Learning Model Deployment

Automates the transition of machine learning models into production environments through optimized deployment workflows and API serving.

Regression Analysis & Modeling

Performs regression analysis and predictive modeling to identify relationships between variables and forecast future data trends.

Dataset Partitioning

Automates the division of datasets into training, validation, and testing subsets for machine learning workflows.

Recommendation System Builder

Designs and implements personalized recommendation engines using collaborative filtering, content-based filtering, and hybrid modeling techniques.

Hyperparameter Tuner

Optimizes machine learning model configurations using advanced search strategies to maximize predictive performance and efficiency.

ML Model Trainer

Automates the end-to-end machine learning lifecycle including data analysis, model selection, training, evaluation, and artifact generation.

Dataset Splitter

Automates the partitioning of data into training, validation, and testing sets for machine learning model development.

AI SDK Agent Orchestration

Orchestrates complex multi-agent systems using AI SDK v5 with intelligent routing, task delegation, and cross-provider workflows.

ADK Engineer

Engineers production-ready Agent Development Kit (ADK) applications with robust architecture, comprehensive testing, and automated deployment pipelines.

NLP Text Analyzer

Performs advanced natural language processing to extract sentiment, identify keywords, and model topics from textual data.

AI Ethics Validator

Evaluates AI models and datasets for bias, fairness, and ethical compliance using industry-standard metrics and frameworks.

AI Chart Visualization & GPT-Vis

Generates and renders interactive data visualizations across 20+ chart types using AI-friendly GPT-Vis syntax for modern web frameworks.

Model Registry Maintainer

Updates and manages the MassGen model registry, including model capabilities, release dates, and pricing information across system backends.

Semantic Search Tools

Performs meaning-based search across code and documents using embedding-based similarity matching to find relevant information without exact keywords.

Mental Health Data Analyzer

Analyzes mental health metrics, identifies emotional patterns, and correlates psychological well-being with sleep, exercise, and nutrition data.

Financial Modeling Suite

Builds professional-grade financial models including DCF analysis, Monte Carlo simulations, and scenario planning for investment valuation.

Hugging Face Dataset Creator

Manages the end-to-end lifecycle of Hugging Face Hub datasets, providing tools for repository initialization, configuration, and structured data streaming.

Hugging Face Paper Publisher

Manages and publishes research papers on the Hugging Face Hub by linking them to models and datasets, claiming authorship, and generating structured markdown articles.

Hugging Face Evaluation Manager

Manages and automates the integration of structured evaluation results into Hugging Face model cards and metadata.

Cloud Model Trainer

Trains and fine-tunes language models on Hugging Face's cloud infrastructure using the TRL library.

Machine Learning for Rust

Accelerates the development of high-performance ML and AI applications in Rust by providing domain-specific design patterns and framework guidance.