SkillData & Analytics
ML Materials Predictor
Machine learning skill for nanomaterial property prediction and discovery acceleration
◈OpenClaw
By a5c-aiOriginal project
1,874 GitHub starsMIT · FreeView skill
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Prompts and skills25 resources
SkillData & Analytics
VQC Trainer
Variational quantum classifier training skill with gradient optimization
◈OpenClaw
By a5c-aiOriginal project
1,874 GitHub starsMIT · FreeView skill
SkillData & Analytics
PennyLane
Cross-platform Python library for quantum computing, quantum machine learning, and quantum chemistry. Enables building and training quantum circuits with automatic differentiation, seamless integration with PyTorch/JAX/TensorFlow, and device-independent execution across simulators and quantum har...
◈OpenClaw
By plurigridOriginal project
26 GitHub starsMIT · FreeView skill
SkillData & Analytics
ML Training Recipes
Comprehensive open-source library of AI research and engineering skills for any AI model. Package the skills and your claude code/codex/gemini agent will be an AI research agent with full horsepower. Maintained by Orchestra Research.
✳Claude Code>_Codex✦Gemini
By Orchestra-ResearchOriginal project
9,585 GitHub starsMIT · FreeView skill
SkillData & Analytics
GFlowNet Skill
Bengio's GFlowNets: Generative Flow Networks that sample proportionally to reward. Diversity over maximization for causal discovery and molecule design.
◈OpenClaw
By plurigridOriginal project
26 GitHub starsApache-2.0 · FreeView skill
SkillData & Analytics
VMAS: Vectorized Multi-Agent Simulator Guide
Vectorized multi-agent reinforcement learning simulator
◈OpenClaw
By wentoraiOriginal project
307 GitHub starsMIT · FreeView skill
SkillData & Analytics
Computer Vision
Implement computer vision tasks including image classification, object detection, segmentation, and pose estimation using PyTorch and TensorFlow
✳Claude Code>_Codex↗Cursor+1
By aj-geddesOriginal project
219 GitHub starsMIT · FreeView skill
SkillData & Analytics
Neural Network Design
Design and architect neural networks with various architectures including CNNs, RNNs, Transformers, and attention mechanisms using PyTorch and TensorFlow
◈OpenClaw
By aj-geddesOriginal project
219 GitHub starsMIT · FreeView skill
SkillData & Analytics
fastai
fast.ai deep learning library. Use for practical deep learning.
✳Claude Code>_Codex↗Cursor+1
By G1JoshiOriginal project
8 GitHub starsMIT · FreeView skill
SkillData & Analytics
Scikit-learn
Scikit-learn machine learning library. Use for classical ML.
✳Claude Code>_Codex↗Cursor+1
By G1JoshiOriginal project
8 GitHub starsMIT · FreeView skill
SkillData & Analytics
vit_module_fusion_and_training_optimization
集成UEP或Counter_Guide等模块到Vision Transformer，处理模块适配（2D转1D）、并行或条件插入逻辑，并针对新增模块调整训练超参数以防止过拟合。
◈OpenClaw
By ECNU-ICALKOriginal project
609 GitHub starsMIT · FreeView skill
SkillData & Analytics
dual_branch_vit_adaptive_counter_guide
Integrate a self-attention based Counter_Guide module with Adaptive_Weight into a dual-branch ViT for RGB/Event fusion, replacing standard cross-attention with a Multi_Context architecture.
✳Claude Code>_Codex↗Cursor
By ECNU-ICALKOriginal project
609 GitHub starsMIT · FreeView skill
SkillData & Analytics
GNN Edge Feature Embedding Generator
Generates PyTorch embeddings for graph edge features by mapping categorical strings to indices and concatenating learned embeddings, specifically handling device, net, and terminal attributes.
✳Claude Code>_Codex↗Cursor+2
By ECNU-ICALKOriginal project
609 GitHub starsMIT · FreeView skill
SkillData & Analytics
GNN Edge Feature Embedding Generation
Generates PyTorch embeddings for categorical edge features in a Graph Neural Network by mapping string values to indices and concatenating learned embeddings according to a specific structure.
✳Claude Code>_Codex◈OpenClaw+2
By ECNU-ICALKOriginal project
609 GitHub starsMIT · FreeView skill
SkillData & Analytics
analog_circuit_gnn_ppo_with_masking_constraints
Designs a GAT-based GNN integrated with PPO for analog circuit optimization. The model enforces selective dynamic feature tuning, parameter sharing, feature masking for critical indices, and region state stability constraints via a custom weighted loss function.
◈OpenClaw
By ECNU-ICALKOriginal project
609 GitHub starsMIT · FreeView skill
SkillData & Analytics
ppo_gnn_multitask_stability_agent
Implements a PPO agent for continuous action spaces using Graph Neural Networks (GNN). The Actor features a multi-task head predicting both actions and node stability, while the Critic operates on flattened node features. Integrates dynamic stability loss and entropy regularization with Tanh acti...
◈OpenClaw
By ECNU-ICALKOriginal project
609 GitHub starsMIT · FreeView skill
SkillData & Analytics
PPO Actor-Critic Setup for Circuit Optimization with Action Scaling
Implements PPO actor-critic neural networks for tuning circuit parameters using reinforcement learning. Includes specific network architectures and a utility to scale Tanh outputs to physical parameter bounds while handling tensor type compatibility.
◈OpenClaw
By ECNU-ICALKOriginal project
609 GitHub starsMIT · FreeView skill
SkillData & Analytics
circuit_optimization_gnn_ppo_masked
Optimizes analog circuit design parameters using a GNN (GAT) and PPO agent. Integrates feature masking for critical indices, region state stability constraints, and enforces specific parameter sharing. Separates graph connectivity (edge_index) from edge attributes (edge_features) and handles bipa...
◈OpenClaw
By ECNU-ICALKOriginal project
609 GitHub starsMIT · FreeView skill
SkillData & Analytics
Implement production-level training loop with learning rate scheduling and metrics tracking
Create a training loop that integrates learning rate scheduling (e.g., StepLR), logs metrics (loss, learning rate, validation accuracy), and follows production practices like checkpointing or early stopping (though the user didn't explicitly ask for checkpointing, the 'production level' and 'many...
◈OpenClaw
By ECNU-ICALKOriginal project
609 GitHub starsMIT · FreeView skill
SkillData & Analytics
pytorch-trainer
PyTorch model training skill with custom training loops, gradient management, and GPU optimization.
◈OpenClaw
By a5c-aiOriginal project
1,874 GitHub starsMIT · FreeView skill
SkillData & Analytics
SHAP (SHapley Additive exPlanations)
Model interpretability and explainability using SHAP (SHapley Additive exPlanations). Use this skill when explaining machine learning model predictions, computing feature importance, generating SHAP plots (waterfall, beeswarm, bar, scatter, force, heatmap), debugging models, analyzing model bias ...
✳Claude Code>_Codex↗Cursor+1
By ljchg12-hueOriginal project
1 GitHub starsMIT · FreeView skill
SkillData & Analytics
Hydra
Configuration framework for complex applications (Hydra). Dynamic hierarchical configuration by composition and override via CLI, YAML, and structured configs. Use for ML experiment management, multi-environment deployment, hyperparameter sweeps, and reproducible research workflows. Integrates wi...
◈OpenClaw
By mkurmanOriginal project
326 GitHub starsMIT · FreeView skill
SkillData & Analytics
Inside NVIDIA container ecosystems
NVIDIA TensorRT — deep learning inference optimizer. FP16/INT8/INT4 quantization, kernel auto-tuning, layer fusion, and dynamic shapes. Max throughput on NVIDIA GPUs for production inference.
◈OpenClaw
By mkurmanOriginal project
326 GitHub starsMIT · FreeView skill
SkillData & Analytics
OpenPI Fine-Tuning and Serving
Fine-tune and serve Physical Intelligence OpenPI models (pi0, pi0-fast, pi0.5) using JAX or PyTorch backends for robot policy inference across ALOHA, DROID, and LIBERO environments. Use when adapting pi0 models to custom datasets, converting JAX checkpoints to PyTorch, running policy inference se...
◈OpenClaw
By Orchestra-ResearchOriginal project
9,585 GitHub starsMIT · FreeView skill
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