Data Science & ML Habilidades de Claude
Descubre Habilidades de Claude para data science & ml. Explora 61 habilidades y encuentra las capacidades perfectas para tus flujos de trabajo de IA.
Model Quantization Tool
Optimizes machine learning models for production by automating quantization workflows to reduce size and increase inference speed.
ML Model Explainability Tool
Provides automated interpretability and transparency for machine learning models by explaining predictions and identifying key feature influences.
Luigi Task Generator
Generates production-ready Luigi tasks and complex data pipeline workflows using industry-standard orchestration patterns.
LangChain Rate Limiter
Manages API quotas and request throughput for LangChain applications using advanced rate limiting and backoff strategies.
LangChain Quick Start
Generates minimal, production-ready LangChain boilerplate for Python and TypeScript to jumpstart AI-powered application development.
OpenRouter Model Routing & A/B Testing
Optimizes AI performance through advanced model routing, A/B testing, and intelligent selection strategies using the OpenRouter API.
MLflow Tracking Setup
Automates the configuration and implementation of MLflow experiment tracking for machine learning workflows.
Deepgram Quick Start
Generates a minimal, functional Deepgram speech-to-text implementation for rapid prototyping and API testing.
Spark Job Creator
Streamlines the development and orchestration of Apache Spark jobs for high-performance data pipelines.
LangChain Performance Tuning
Optimizes LangChain application performance by reducing latency, increasing throughput, and implementing efficient resource utilization patterns.
TorchServe Config Generator
Automates the creation of production-ready TorchServe configurations for streamlined machine learning model deployment.
Batch Inference Pipeline
Automates the creation and optimization of scalable machine learning batch inference pipelines for production workloads.
LangChain Cost Optimization
Reduces and manages LLM API expenses by implementing token tracking, model routing, and advanced caching strategies within LangChain applications.
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.
Statistical Significance Calculator
Calculates and interprets statistical significance for experimental data and A/B testing directly within the Claude Code environment.
Kafka Stream Processor
Streamlines the development and optimization of Kafka-based real-time data processing applications and ETL pipelines.
Funnel Analysis Builder
Builds comprehensive conversion funnels using SQL, data visualization, and statistical analysis to optimize user journeys.
PyTorch Model Trainer
Streamlines the development of production-grade PyTorch training loops and machine learning pipelines.
Pivot Table Creator
Generates complex pivot tables and data summaries for business intelligence and statistical analysis.
Kling AI Optimization & Best Practices
Identifies and prevents common implementation mistakes while optimizing video generation workflows with Kling AI.
Plotly Chart Generator
Generates interactive, production-ready Plotly visualizations and data dashboards directly within your development workflow.
Model Explainability Tool
Streamlines machine learning model interpretation by providing automated guidance and code for advanced explainability techniques.
Deepgram Audio Transcription Workflow
Implements high-performance pre-recorded speech-to-text transcription using Deepgram’s Nova-2 AI model.
Early Stopping Callback
Implements automated early stopping logic to prevent model overfitting and optimize training duration in machine learning workflows.
LangChain Upgrade & Migration
Guides and automates the migration of LangChain applications from legacy patterns to modern standards and newer SDK versions.
Cohort Analysis Creator
Generates comprehensive cohort analysis models and SQL queries to track user behavior and retention patterns over time.
LangChain Migration Deep Dive
Provides comprehensive strategies and code patterns for migrating legacy LLM applications to the LangChain framework.
Model Versioning Manager
Automates machine learning model versioning and MLOps workflows to ensure consistent, reproducible deployment cycles.
Data Quality Checker
Automates data validation and quality assurance within data pipelines to ensure accuracy and reliability.
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