Data Science & ML Claude 技能

Financial Modeling Suite

29,670

Constructs advanced financial models including DCF analysis, sensitivity testing, and Monte Carlo simulations for professional investment valuation.

RAG Implementation

23,139

Builds Retrieval-Augmented Generation (RAG) systems for LLM applications using vector databases, semantic search, and advanced retrieval strategies.

LLM Evaluation

23,139

Implements comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and benchmarking to ensure performance and quality.

Similarity Search Patterns

23,139

Implements efficient similarity search and vector database patterns for semantic search, RAG retrieval, and recommendation engines.

ML Pipeline Workflow

23,139

Build and orchestrate production-grade MLOps pipelines from data preparation through model training, validation, and deployment.

Hybrid Search Implementation

23,139

Implements search architectures that combine vector similarity and keyword matching to maximize retrieval precision and recall.

Backtesting Frameworks

23,139

Builds robust, production-grade backtesting systems for trading strategies while mitigating common pitfalls like look-ahead and survivorship biases.

Spark Optimization

23,139

Optimizes Apache Spark workloads through advanced partitioning, memory management, and shuffle tuning strategies.

Prompt Engineering Patterns

23,139

Optimizes LLM performance and reliability through advanced techniques like few-shot learning, chain-of-thought reasoning, and structured prompt templates.

LangChain Architecture

23,139

Builds sophisticated LLM applications by architecting modular chains, autonomous agents, and robust memory management systems using the LangChain framework.

Embedding Strategies

23,139

Optimizes semantic search and RAG applications through intelligent model selection, chunking strategies, and embedding quality evaluation.

Airflow DAG Patterns

23,110

Builds production-ready Apache Airflow pipelines using industry best practices for orchestration, testing, and error handling.

Flow Nexus Platform

10,769

Orchestrates intelligent agent swarms, manages secure code sandboxes, and handles application deployment within the Flow Nexus ecosystem.

AgentDB Learning

10,769

Implements and trains reinforcement learning algorithms to create self-improving autonomous agents using the AgentDB plugin system.

AgentDB Memory Patterns

10,769

Implements high-performance persistent memory and pattern-learning capabilities for stateful AI agents using AgentDB.

Flow Nexus Neural

10,769

Trains and deploys custom neural network architectures across distributed sandbox environments.

ReasoningBank Intelligence

10,769

Implements adaptive learning and meta-cognitive capabilities to enable AI agents to recognize patterns and optimize strategies through continuous experience.

ReasoningBank AgentDB

10,769

Implements adaptive learning and experience replay for agents using a high-performance vector database to optimize decision-making over time.

Excel & Spreadsheet Automation

7,895

Creates, edits, and analyzes professional spreadsheets with dynamic formulas, financial modeling standards, and automated recalculation.

Positron Notebooks

3,802

Facilitates the development, debugging, and maintenance of React-based notebook interfaces within the Positron IDE.

Financial Model Creation

3,714

Generates advanced financial models including DCF analysis, Monte Carlo simulations, and sensitivity testing for investment valuation and risk assessment.

PyMC Bayesian Modeling

2,188

Builds, fits, and validates robust Bayesian models using PyMC's modern probabilistic programming interface.

Qiskit Quantum Computing

2,188

Builds, optimizes, and executes quantum circuits and algorithms on simulators or real hardware using the Qiskit framework.

NetworkX Analysis

2,188

Builds, analyzes, and visualizes complex networks and graph data structures using the comprehensive NetworkX library for Python.

Flow Cytometry Data Processor

2,188

Parses and manipulates Flow Cytometry Standard (FCS) files, converting biological data into NumPy arrays and CSV formats for scientific analysis.

QuTiP Quantum Simulations

2,188

Simulates and analyzes quantum mechanical systems using the QuTiP toolbox for both closed and open system dynamics.

Dask Parallel Computing

2,188

Enables parallel and distributed computing in Python to scale data processing beyond memory limits.

PyTDC Drug Discovery

2,188

Accesses AI-ready Therapeutics Data Commons (TDC) datasets and benchmarks for drug discovery and pharmaceutical machine learning.

Medicinal Chemistry Toolkit

2,188

Applies medicinal chemistry rules and structural filters to prioritize drug-like compounds in molecular discovery workflows.

Pymoo Optimization

2,188

Solves complex single and multi-objective optimization problems using evolutionary algorithms and Pareto front analysis.