Data Science & ML Claude 스킬

Precision Oncology Advisor

Provides evidence-based cancer treatment recommendations and clinical trial matching based on patient molecular profiles.

LangChain Chains & Prompts

Architects production-ready LangChain workflows using LCEL, dynamic prompt templates, and complex composition patterns.

Kling AI Text to Video

Generates high-quality cinematic videos from text descriptions using Kling AI's advanced generative models.

Time Series Forecaster

Analyzes historical time-dependent data to predict future trends and patterns using advanced statistical models.

ROC Curve Plotter

Generates professional ROC curves and calculates AUC metrics to evaluate machine learning classification model performance.

LangChain Error Diagnosis

Diagnoses and resolves common LangChain errors, exceptions, and integration issues to streamline AI application development.

Triton Inference Configuration

Automates the generation and optimization of NVIDIA Triton Inference Server configurations for high-performance ML model serving.

Regression Analysis Helper

Streamlines the creation, validation, and implementation of regression models for advanced statistical data analysis.

Dagster Pipeline Creator

Generates and optimizes production-ready Dagster data pipelines for orchestration, ETL, and data transformation workflows.

Publication Diagram Generator

Generates publication-quality methodology diagrams and research visuals automatically from text descriptions.

Data Augmentation Pipeline

Automates the creation and optimization of data augmentation pipelines to improve machine learning model performance and robustness.

Early Stopping Callback

Implements automated early stopping logic to prevent model overfitting and optimize training duration in machine learning workflows.

Mixed Precision ML Trainer

Optimizes machine learning model training by implementing mixed-precision techniques to reduce memory usage and accelerate computation.

LangChain Agentic Workflows & Tools

Builds autonomous LangChain agents capable of tool calling and multi-step decision-making workflows.

Groq Core Secondary Workflow

Executes secondary Groq workflows to complement primary AI tasks and optimize performance for specific sub-tasks.

LangChain Quick Start

Generates minimal, production-ready LangChain boilerplate for Python and TypeScript to jumpstart AI-powered application development.

Deepgram Quick Start

Generates a minimal, functional Deepgram speech-to-text implementation for rapid prototyping and API testing.

Deepgram Audio Transcription Workflow

Implements high-performance pre-recorded speech-to-text transcription using Deepgram’s Nova-2 AI model.

TorchServe Config Generator

Automates the creation of production-ready TorchServe configurations for streamlined machine learning model deployment.

Time Series Decomposer

Automates the extraction of trend, seasonal, and residual components from temporal datasets for advanced statistical analysis.

LangChain Performance Tuning

Optimizes LangChain application performance by reducing latency, increasing throughput, and implementing efficient resource utilization patterns.

Statistical Significance Calculator

Calculates and interprets statistical significance for experimental data and A/B testing directly within the Claude Code environment.

Neural Network Builder

Automates the design, configuration, and implementation of complex neural network architectures through simple natural language commands.

Computer Vision Processor

Analyzes and processes digital images using advanced object detection, classification, and segmentation techniques.

Machine Learning Feature Engineering Toolkit

Optimizes machine learning model performance through automated feature creation, selection, and data transformation.

Data Quality Checker

Automates data validation and quality assurance within data pipelines to ensure accuracy and reliability.

Plotly Chart Generator

Generates interactive, production-ready Plotly visualizations and data dashboards directly within your development workflow.

Kafka Stream Processor

Streamlines the development and optimization of Kafka-based real-time data processing applications and ETL pipelines.

Model Versioning Manager

Automates machine learning model versioning and MLOps workflows to ensure consistent, reproducible deployment cycles.

SageMaker Endpoint Deployer

Automates the deployment and management of Amazon SageMaker endpoints for production-grade machine learning model serving.