Data Science & ML Claude 技能

ONNX Model Converter

Converts machine learning models into the ONNX format to enable cross-platform inference and streamlined production deployment.

WandB Experiment Logger

Automates the integration and management of Weights & Biases for experiment tracking and machine learning model training.

Mistral AI Performance Tuning

Optimizes Mistral AI integrations using advanced caching, batching, and latency reduction strategies for production-grade performance.

PySpark Transformer

Simplifies the creation and optimization of PySpark data transformation pipelines for large-scale data processing.

Mistral AI Install & Authentication

Installs Mistral AI SDKs and configures secure API authentication for Node.js and Python projects.

AI Trading Coach

Analyzes stock trading CSV files to provide professional-grade performance reviews and actionable AI-driven insights.

AI Voice Agent

Integrates local speech-to-text and text-to-speech capabilities into Claude Code for seamless voice-driven interactions.

AI Prompt Engineering Optimizer

Enhances AI response quality by integrating contextual knowledge and proven prompt engineering techniques.

Runware AI Media Generation

Generates high-quality images and videos using industry-leading AI models like FLUX, Stable Diffusion, and Kling AI via the Runware API.

Mistral AI Migration Suite

Streamlines the transition of AI-powered applications from providers like OpenAI to Mistral AI using structured adapter patterns and rollout strategies.

Groq Core Workflow A

Streamlines the primary execution path and core feature implementation for Groq AI integrations.

Google ADK Python Agent Toolkit

Builds and orchestrates sophisticated AI agents and multi-agent systems using Google's open-source Agent Development Kit.

AI Multimodal Processing

Processes, analyzes, and generates audio, video, image, and document content using Google Gemini's advanced multimodal API.

Context Engineering for AI Agents

Optimizes LLM performance by curating high-signal token sets, managing memory architectures, and implementing multi-agent coordination patterns.

Mastra AI Agent Framework

Builds sophisticated AI agents with integrated memory, deterministic workflows, RAG, and MCP support using the Mastra TypeScript framework.

Gemini Integration

Integrates Google's Gemini AI models directly into development workflows for advanced reasoning and code analysis.

Mistral AI Local Dev Loop

Establishes a high-velocity local development environment for Mistral AI integrations with hot reloading and comprehensive testing frameworks.

Databricks Hello World Quickstart

Deploys a minimal Databricks environment including a development cluster and an example notebook to verify workspace configuration.

Databricks Delta Lake ETL Workflow

Automates the creation of production-grade Delta Lake ETL pipelines using the Medallion Architecture pattern.

Databricks Error Resolver

Diagnoses and resolves common Databricks exceptions, Spark memory issues, and Delta Lake concurrency errors.

Mistral AI SDK Patterns

Implements production-grade Mistral AI SDK patterns for TypeScript and Python to ensure reliable and type-safe AI integrations.

Mistral AI Core Chat Workflow

Implements high-performance Mistral AI chat completions and streaming capabilities for conversational AI applications.

Vertex AI Pipeline Creator

Automates the creation and orchestration of machine learning workflows on Google Cloud Platform's Vertex AI.

Databricks Local Development Loop

Configures a high-velocity local development environment for Databricks using Databricks Connect and Asset Bundles.

Mistral AI SDK Migration

Facilitates seamless upgrades of Mistral AI SDKs by detecting breaking changes and automating migration workflows.

Report Template Generator

Generates structured report templates and configurations for data analytics and business intelligence workflows.

Flink Job Creator

Streamlines the development of Apache Flink streaming and batch processing jobs with production-ready code generation and pattern guidance.

GPU Resource Optimizer

Optimizes GPU utilization and resource allocation for high-performance machine learning deployments and model serving.

Vertex AI Deployer

Automates machine learning model deployment, serving, and MLOps pipelines on Google Cloud Vertex AI.

Cross Validation Setup

Automates the implementation of robust cross-validation strategies for machine learning models to ensure reliable performance evaluation.