Data Science &amp; ML Agent Skills

Analyzes historical temporal data to predict future trends and seasonal patterns using advanced statistical modeling.

Dataset Splitter

Partitions datasets into training, validation, and testing sets to streamline machine learning model development.

LLM Prompt Optimizer

Refines LLM prompts to minimize token usage, reduce operational costs, and maximize output quality through intelligent rewriting.

NLP Text Analyzer

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

Firebase Genkit Production Expert

Architects, implements, and deploys production-grade AI applications using Firebase Genkit across Node.js, Python, and Go.

Excel Pivot Wizard

Automates the creation of professional Excel pivot tables and data visualizations using natural language commands.

Classification Model Builder

Automates the end-to-end creation, training, and evaluation of supervised classification models from labeled datasets.

Automated Data Preprocessing Pipeline

Streamlines data cleaning, transformation, and validation through automated pipelines to prepare raw datasets for machine learning and analysis.

Transfer Learning Model Adapter

Automates the fine-tuning and adaptation of pre-trained machine learning models for specific datasets and tasks.

Machine Learning Feature Engineering

Automates the creation, selection, and transformation of data features to optimize machine learning model performance.

AI Ethics & Fairness Validator

Validates the ethical implications and fairness of AI/ML models and datasets to ensure responsible development.

AI Ethics & Fairness Validator

Analyzes AI/ML models and datasets for potential biases and ethical concerns to ensure responsible AI development.

Prompt Optimization Adapter

Optimizes LLM prompts to reduce token usage, lower costs, and enhance response performance through intelligent rewriting.

Prompt Optimization Expert

Optimizes LLM prompts to minimize token consumption and maximize response quality for more efficient AI interactions.

AI Multi-Agent Orchestrator

Orchestrates complex multi-agent systems and intelligent task routing using the AI SDK v5 framework.

Data Anomaly Detection

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

AutoML Pipeline Builder

Automates the end-to-end creation of machine learning pipelines including feature engineering, model selection, and hyperparameter optimization.

AutoML Pipeline Builder

Automates the end-to-end creation of machine learning pipelines including feature engineering, model selection, and hyperparameter tuning.

Clustering Algorithms Suite

Executes and analyzes machine learning clustering algorithms to identify patterns, groups, and anomalies within datasets.

Clustering Algorithm Runner

Executes and visualizes machine learning clustering algorithms to discover patterns and groupings within complex datasets.

Computer Vision Analysis

Processes and analyzes images using computer vision techniques to perform object detection, image classification, and segmentation.

Automated Data Preprocessing Pipelines

Automates data cleaning, transformation, and validation through robust ETL pipelines tailored for machine learning and advanced analysis.

Data Preprocessing & ETL Pipelines

Automates data cleaning, transformation, and validation to streamline the preparation of raw datasets for machine learning and analysis.

Machine Learning Dataset Splitter

Partitions raw datasets into training, validation, and testing sets to streamline machine learning model development.

Machine Learning Dataset Splitter

Automates the partitioning of datasets into training, validation, and testing sets for machine learning workflows.

Data Visualization Creator

Transforms raw data into insightful visual representations like charts, plots, and graphs through intelligent automated selection and analysis.

Deep Learning Model Optimizer

Optimizes deep learning model performance through automated architecture analysis, hyperparameter tuning, and efficient code generation.

Deep Learning Model Optimizer

Optimizes deep learning models by refining architectures, tuning hyperparameters, and implementing advanced training strategies to improve performance and efficiency.

ML Experiment Tracking Setup

Automates the integration and configuration of MLflow and Weights & Biases for machine learning experiment management.

ML Experiment Tracking Setup

Automates the setup and integration of machine learning experiment tracking tools like MLflow and Weights & Biases.