GitHub
reflexion
Record feedback on pattern effectiveness. Stores episodes that train the recommendation system and enable pattern discovery via learner.
☆ 0View skill
tools machine learning AI Skills
Discover tools machine learning skills, compare source repositories and read the instructions for each workflow.
Categories: tools machine learning
tools machine learning Clear filters
Browse skills
GitHub
feature-extraction
Extracts vector embeddings for fairness analysis using MobileNetV3 with FairDisCo disentanglement
☆ 0View skill
GitHub
calibration
Applies decision thresholds for high-confidence inputs or enforces conservative safety margins for low-confidence cases
☆ 0View skill
GitHub
lesion-detection
Classifies skin conditions including Melanoma and Basal Cell Carcinoma using TF.js MobileNetV3
☆ 0View skill
GitHub
agent-workflow-builder-ai-toolkit
Expert in streamlining and enhancing the development of AI Agent Applications, including AI app / agent / workflow code generation, AI model comparison and recommendation, tracing setup, and evaluation planning...
☆ 0View skill
GitHub
ai-integration
Integrating AI and LLM capabilities into applications for enhanced functionalities. Use when implementing AI features, processing data with ML models, building generative workflows, or integrating AI APIs.
☆ 0View skill
GitHub
faion-ml-engineer
ML Engineer role: LLM APIs (OpenAI, Claude, Gemini), embeddings, RAG pipelines, fine-tuning, LangChain, LlamaIndex, vector databases (Pinecone, Chroma, Weaviate), prompt engineering, model evaluation, cost opti...
☆ 0View skill
GitHub
east-py-datascience
Data science and machine learning platform functions for the East language (TypeScript types). Use when writing East programs that need optimization (MADS, Optuna, SimAnneal, Scipy), machine learning (XGBoost,...
☆ 0View skill
GitHub
speckit-specify
Create or update the feature specification from a natural language feature description.
☆ 0View skill
GitHub
workers-ai
Cloudflare Workers AI の完全ガイド。利用可能モデル（LLM、画像、音声、埋め込み）、Vectorize、AI Gateway の使い方と設定を提供。Use when user asks about Workers AI, AI models, Vectorize, AI Gateway, LLM, image gen...
☆ 0View skill
GitHub
moai-formats-data
Data format specialist covering TOON encoding, JSON/YAML optimization, serialization patterns, and data validation for modern applications. Use when optimizing data for LLM transmission, implementing high-perfo...
☆ 0View skill
GitHub
data-analysis
Statistical analysis and data exploration workflows for effective data-driven insights. Use when analyzing datasets, performing exploratory data analysis (EDA), statistical hypothesis testing, data visualizatio...
☆ 0View skill
GitHub
meta-learning
Continuous learning and improvement system for paracle_meta. Use when you need to record feedback, track quality metrics, or improve generation templates over time.
☆ 0View skill
GitHub
frontier-project
Create new frontier projects that solve unsolved problems in ML/AI tooling. Use when you want to add a genuinely novel project to a playbook or monorepo—not "best practices" collections but real tools for probl...
☆ 0View skill
GitHub
prediction-tracking
Track and evaluate AI predictions over time to assess accuracy. Use when reviewing past predictions to determine if they came true, failed, or remain uncertain.
☆ 0View skill
GitHub
langchain
Expert guidance for building LLM applications with LangChain framework - chains, prompts, memory, retrievers, and integrations.
☆ 0View skill
GitHub
benchmark-onboarder
Onboard AI creativity benchmarks into HELM-compliant Scenario implementations. Use when asked to onboard a benchmark, create a HELM scenario, process a paper into evaluation code, convert a dataset to HELM form...
☆ 0View skill
GitHub
rl-training
Reinforcement learning training for CTF-AI. Use when training DQN agents, adjusting hyperparameters, debugging training issues, analyzing rewards, or improving AI performance.
☆ 0View skill
GitHub
backend-dev
Python backend development for CTF-AI. Use when working on game engine, player logic, pathfinding, WebSocket server, or any backend Python code.
☆ 0View skill
GitHub
workflow-metrics
Track, evaluate, and analyze multi-agent AI workflows using Azure AI Foundry cloud evaluations. Use when logging agent trajectories, computing evaluation metrics, measuring plan adherence, or generating workflo...
☆ 0View skill
GitHub
plan-mode-arc-gsm8k-improvement
AEGISモデルのARC-Challenge評価改善とGSM8K健全性チェックのためのPlanモード。タイムアウト率・抽出失敗率分析、頑健な回答抽出、データ汚染検査、複数seed評価を実行。
☆ 0View skill
GitHub
plan-mode
AEGISモデルのARC-Challenge改善、GSM8K健全性検証、GRPO報酬多目的化のための包括的Planモード。頑健な回答抽出、タイムアウト最適化、データ汚染チェック、複数seed評価、汎化性能向上を実装。
☆ 0View skill
GitHub
plan-mode-advanced
Create and execute advanced execution plans for complex AI model development incorporating 2024-2026 cutting-edge techniques (DeepSeek GRPO, manifold-constrained architectures, geometric scaling). Use when plan...
☆ 0View skill
GitHub
quantization-evaluation-pipeline
Execute GGUF quantization with imatrix protection, perform statistical benchmark evaluation with error bars, generate academic-style methodology documentation, and create comprehensive scorecards. Use when eval...
☆ 0View skill
The default order uses GitHub repository stars from our indexed data. Stars belong to the source repository and may be shared by multiple skills. They indicate repository interest, not skill installs or an independent quality score.