Data Science & ML Claude 技能

ML Data Normalization Tool

Standardizes and prepares datasets for machine learning workflows through automated normalization patterns and production-grade code generation.

User Segmentation & Behavioral Analysis

Analyzes user feedback and behavioral data to identify distinct customer segments based on Jobs-to-be-Done and unmet needs.

Kling AI Model Catalog

Navigates and compares Kling AI video generation models to help users select the optimal capabilities for their creative projects.

User Segmentation Research

Analyzes user feedback and behavioral data to identify distinct customer segments based on jobs-to-be-done and motivations.

LangChain Hello World

Deploys a minimal, production-ready LangChain boilerplate to verify environment setups and demonstrate core LLM chaining patterns.

ML Hyperparameter Tuner

Optimizes machine learning model performance by automating grid search, random search, and Bayesian optimization workflows.

Cohort Analysis & Retention Explorer

Analyzes user retention patterns and feature adoption across time-based cohorts to identify growth opportunities and churn drivers.

Clustering Algorithm Runner

Analyzes datasets using unsupervised machine learning algorithms like K-means and DBSCAN to identify meaningful patterns and data groupings.

LangChain Error Diagnostic & Fixer

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

User Sentiment Analysis

Analyzes qualitative user feedback at scale to identify market segments, sentiment scores, and product improvement opportunities.

Market Sizing & Opportunity Analysis

Estimates market potential using TAM, SAM, and SOM frameworks with data-driven top-down and bottom-up methodologies.

OpenRouter Context Optimization

Optimizes context window usage and token efficiency to reduce costs and prevent limit overages when using OpenRouter.

OpenRouter Model Routing

Implements advanced AI model routing and A/B testing logic to optimize model selection for performance and cost.

Trading Strategy Backtester

Validates and optimizes crypto and traditional trading strategies using historical data and comprehensive performance metrics.

Cohort Analysis & Retention Explorer

Analyzes user retention and engagement patterns across cohorts to identify churn drivers and feature adoption trends.

Sentiment Analysis & User Feedback Insights

Analyzes large-scale user feedback to identify market segments, sentiment scores, and actionable product improvement opportunities.

Deep Learning Optimizer

Optimizes deep learning models by implementing advanced algorithms, learning rate scheduling, and regularization to boost accuracy and efficiency.

Time Series Forecaster

Analyzes historical time-dependent data to forecast future values and identify trends or seasonal patterns.

Senior ML Engineering Assistant

Applies senior-level machine learning engineering principles and verified execution patterns to complex AI development tasks.

A/B Test Analysis Pro

Evaluates experiment results with statistical rigor to provide clear ship, extend, or stop recommendations based on data.

LangChain Agents & RAG

Architects sophisticated LLM applications using autonomous agents, retrieval-augmented generation (RAG), and complex memory management patterns.

ML Engineering & MLOps

Deploys production-grade machine learning models and implements robust MLOps infrastructure for scalable AI systems.

Computer Vision Processor

Automates image analysis tasks including object detection, classification, and segmentation within the Claude Code environment.

ML Feature Engineering Toolkit

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

Lindy AI Migration Deep Dive

Streamlines the migration, consolidation, and architectural transformation of AI agents into the Lindy platform.

Vector Database Management

Facilitates seamless integration with vector databases for semantic search, retrieval-augmented generation (RAG), and high-dimensional embedding management.

PDF Processing & Manipulation

Automates PDF document workflows including text extraction, table parsing, file merging, and programmatic PDF generation.

RAG Frameworks

Architects and implements retrieval-augmented generation applications using LangChain, LlamaIndex, and Sentence Transformers.

Groq Core Workflow B

Executes secondary Groq processing workflows to complement primary AI inference tasks with optimized performance.

HuggingFace Transformers

Implements pre-trained machine learning models for NLP, vision, and audio tasks using the HuggingFace ecosystem.