Data Science & ML Agent Skills

Automated Data Preprocessing Pipelines

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

Data Visualization Creator

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

Machine Learning Model Deployment

Automates the end-to-end process of deploying, serving, and productionizing machine learning models across various cloud and containerized environments.

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.

Computer Vision Processor

Analyzes and processes images using computer vision techniques like object detection, classification, and segmentation.

Deep Learning Model Optimizer

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

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.

AI Ethics & Fairness Validator

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

Prompt Optimization Expert

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

AI Ethics & Fairness Validator

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

AutoML Pipeline Builder

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

Regression Analysis & Modeling

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

AutoML Pipeline Builder

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

Text Sentiment Analysis

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

Multi-Agent System Orchestrator

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

ADK Agent Engineer

Builds production-grade AI agents using the Agent Development Kit (ADK) with a focus on architecture, testing, and automated deployment.

LLM Prompt Optimizer

Refines and compresses LLM prompts to minimize token usage and maximize output quality.

Google ADK Agent Builder

Builds production-ready AI agents and multi-agent systems using Google's Agent Development Kit for Vertex AI integration.

Deep Learning Model Optimizer

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

Clustering Algorithms Suite

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

ML Model Trainer

Automates the end-to-end machine learning workflow including data analysis, model selection, training, and performance evaluation.

AI Sentiment Analysis

Analyzes text data to identify emotional tone and classify sentiment as positive, negative, or neutral for customer feedback and social media monitoring.

Bulk RNA-seq Batch Correction

Removes batch effects from merged bulk RNA-seq or microarray cohorts using the ComBat algorithm to ensure data consistency for downstream analysis.

PDF Report Generation

Generates professional PDF reports with formatted text, tables, and embedded visualizations using the reportlab Python library.

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.

Machine Learning Model Deployment

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