# meta-skills docs > Agent-facing tool-documentation pages, served as raw markdown. Every page > carries YAML frontmatter with title, description, and tags. ## Pages - [3-D Vision & Neural Rendering](https://ryan-minato.github.io/meta-skills/3d-vision.md): Point-cloud and mesh processing, differentiable 3D ops, NeRF and Gaussian-splatting tooling. - [Computer Vision](https://ryan-minato.github.io/meta-skills/computer-vision.md): Core vision libraries, pretrained-model zoos, augmentation, and detection/segmentation/tracking tooling. - [DataFrames, Storage & Data Quality](https://ryan-minato.github.io/meta-skills/dataframes-and-storage.md): Dataframe and embedded-SQL libraries, columnar and scientific storage formats, parallel and object-storage I/O, and schema/quality validation. - [Deep Learning Frameworks](https://ryan-minato.github.io/meta-skills/deep-learning-frameworks.md): General DL and tensor frameworks — PyTorch, TensorFlow, Keras, JAX and its ecosystem, MLX — and their documentation roots. - [Distributed & GPU Data Compute](https://ryan-minato.github.io/meta-skills/distributed-compute.md): Dask, cluster analytics engines (Spark, Flink, Trino), the Ray ecosystem, and RAPIDS GPU data science. - [Geospatial Analysis](https://ryan-minato.github.io/meta-skills/geospatial.md): Vector and raster stacks, CRS handling, and spatial engines for geographic data. - [GPU Kernels, Compilers & Autodiff](https://ryan-minato.github.io/meta-skills/gpu-kernels-and-compilers.md): JIT compilers, GPU kernel languages and toolchains, kernel-level libraries, and automatic differentiation of programs. - [Graphs & Graph Learning](https://ryan-minato.github.io/meta-skills/graphs-and-networks.md): Network analysis, graph neural networks, knowledge-graph embeddings, and probabilistic graphical models. - [HPC, MPI & Cluster Scheduling](https://ryan-minato.github.io/meta-skills/hpc-and-scheduling.md): MPI stacks, cluster schedulers, scientific workflow managers, and GPU/multi-node collective communication. - [Hugging Face Ecosystem](https://ryan-minato.github.io/meta-skills/huggingface.md): Everything documented under the Hugging Face docs root plus HF-owned products — model, data, training, optimization, serving, and app libraries. - [Image & Video Generation](https://ryan-minato.github.io/meta-skills/image-and-video-generation.md): Diffusion-model generation UIs, LoRA trainers, conditioning adapters, and open video-generation projects. - [Inference Engines & Model Serving](https://ryan-minato.github.io/meta-skills/inference-and-serving.md): LLM inference engines, local runtimes, and model-serving platforms for running models locally or behind an API. - [LLM Applications, RAG & Agents](https://ryan-minato.github.io/meta-skills/llm-applications.md): Orchestration frameworks, agent SDKs, structured output, gateways, and guardrails for building LLM applications. - [LLM Evaluation & Observability](https://ryan-minato.github.io/meta-skills/llm-evaluation.md): Benchmark harnesses for scoring model, RAG, and agent quality, plus tracing platforms for LLM calls in development and production. - [Quantization, Model Compilers & Edge Runtimes](https://ryan-minato.github.io/meta-skills/model-optimization.md): Quantization and compression toolkits plus model compilers and cross-platform runtimes for compiled, mobile, and edge deployment. - [Numerical Computing & Statistics](https://ryan-minato.github.io/meta-skills/numerical-computing.md): Scientific-computing platforms, array and statistics libraries, and the math kernels and sparse solvers C/C++/Julia numerics link against. - [OCR & Document AI](https://ryan-minato.github.io/meta-skills/ocr-and-document-ai.md): OCR engines, document layout analysis, and PDF parsing tooling for reading text from images and documents. - [Optimization, Differential Equations & FEM](https://ryan-minato.github.io/meta-skills/optimization-and-simulation.md): Mathematical-programming solvers, ODE/DAE integrators, and PDE/FEM/multiphysics frameworks. - [Pipelines, Orchestration & MLOps](https://ryan-minato.github.io/meta-skills/pipelines-and-mlops.md): Workflow orchestrators, analytics engineering, experiment tracking and versioning, and ML/production monitoring. - [Probabilistic Programming & Causal Inference](https://ryan-minato.github.io/meta-skills/probabilistic-and-causal.md): Bayesian modeling and MCMC/variational inference libraries, plus causal effect estimation and discovery. - [Recommender Systems](https://ryan-minato.github.io/meta-skills/recsys.md): Ranking, retrieval, and CTR frameworks for recommendation and candidate-generation systems. - [Reinforcement Learning](https://ryan-minato.github.io/meta-skills/reinforcement-learning.md): RL algorithm and training frameworks, plus the environments and simulators agents train against. - [Scientific & Domain ML](https://ryan-minato.github.io/meta-skills/science-ml.md): ML libraries for medicine, biology, chemistry, materials, and physics-informed modeling. - [Speech, Voice & Audio](https://ryan-minato.github.io/meta-skills/speech-and-audio.md): Speech recognition and diarization, TTS and voice cloning, voice conversion and separation, and music/generative-audio tooling. - [Tabular ML, AutoML & Interpretability](https://ryan-minato.github.io/meta-skills/tabular-and-automl.md): Classic ML and gradient boosting, model interpretability, and AutoML and hyperparameter-optimization libraries. - [Time Series & Forecasting](https://ryan-minato.github.io/meta-skills/time-series.md): Forecasting, feature-extraction, and change-point detection libraries for time-series data. - [Distributed Training & Finetuning](https://ryan-minato.github.io/meta-skills/training-and-finetuning.md): Distributed-training stacks and finetuning frameworks — DeepSpeed, Megatron, Lightning, NeMo, torchtune, Axolotl — for multi-GPU, multi-node, and post-training work. - [Privacy, Robustness & Federated Learning](https://ryan-minato.github.io/meta-skills/trustworthy-ml.md): Differential privacy, adversarial robustness, fairness auditing, PII redaction, interpretability, and federated-learning frameworks. - [Vector Search & Databases](https://ryan-minato.github.io/meta-skills/vector-search.md): Local ANN index libraries, vector databases, and search engines for embedding retrieval. - [Visualization, Data Apps & Notebooks](https://ryan-minato.github.io/meta-skills/visualization-and-apps.md): Plotting libraries, dashboards and small data apps, scientific 3D rendering, and notebook or publishing tooling. ## audio - [Speech, Voice & Audio](https://ryan-minato.github.io/meta-skills/speech-and-audio.md) ## data-engineering - [DataFrames, Storage & Data Quality](https://ryan-minato.github.io/meta-skills/dataframes-and-storage.md) - [Distributed & GPU Data Compute](https://ryan-minato.github.io/meta-skills/distributed-compute.md) - [Pipelines, Orchestration & MLOps](https://ryan-minato.github.io/meta-skills/pipelines-and-mlops.md) - [Vector Search & Databases](https://ryan-minato.github.io/meta-skills/vector-search.md) ## data-science - [DataFrames, Storage & Data Quality](https://ryan-minato.github.io/meta-skills/dataframes-and-storage.md) - [Distributed & GPU Data Compute](https://ryan-minato.github.io/meta-skills/distributed-compute.md) - [Geospatial Analysis](https://ryan-minato.github.io/meta-skills/geospatial.md) - [Graphs & Graph Learning](https://ryan-minato.github.io/meta-skills/graphs-and-networks.md) - [Numerical Computing & Statistics](https://ryan-minato.github.io/meta-skills/numerical-computing.md) - [Probabilistic Programming & Causal Inference](https://ryan-minato.github.io/meta-skills/probabilistic-and-causal.md) - [Tabular ML, AutoML & Interpretability](https://ryan-minato.github.io/meta-skills/tabular-and-automl.md) - [Time Series & Forecasting](https://ryan-minato.github.io/meta-skills/time-series.md) - [Visualization, Data Apps & Notebooks](https://ryan-minato.github.io/meta-skills/visualization-and-apps.md) ## distributed - [Distributed & GPU Data Compute](https://ryan-minato.github.io/meta-skills/distributed-compute.md) - [HPC, MPI & Cluster Scheduling](https://ryan-minato.github.io/meta-skills/hpc-and-scheduling.md) ## evaluation - [LLM Evaluation & Observability](https://ryan-minato.github.io/meta-skills/llm-evaluation.md) ## generative - [Image & Video Generation](https://ryan-minato.github.io/meta-skills/image-and-video-generation.md) - [Speech, Voice & Audio](https://ryan-minato.github.io/meta-skills/speech-and-audio.md) ## geospatial - [Geospatial Analysis](https://ryan-minato.github.io/meta-skills/geospatial.md) ## gpu - [Distributed & GPU Data Compute](https://ryan-minato.github.io/meta-skills/distributed-compute.md) - [GPU Kernels, Compilers & Autodiff](https://ryan-minato.github.io/meta-skills/gpu-kernels-and-compilers.md) - [HPC, MPI & Cluster Scheduling](https://ryan-minato.github.io/meta-skills/hpc-and-scheduling.md) - [Quantization, Model Compilers & Edge Runtimes](https://ryan-minato.github.io/meta-skills/model-optimization.md) - [Distributed Training & Finetuning](https://ryan-minato.github.io/meta-skills/training-and-finetuning.md) ## graphs - [Graphs & Graph Learning](https://ryan-minato.github.io/meta-skills/graphs-and-networks.md) ## hpc - [HPC, MPI & Cluster Scheduling](https://ryan-minato.github.io/meta-skills/hpc-and-scheduling.md) - [Distributed Training & Finetuning](https://ryan-minato.github.io/meta-skills/training-and-finetuning.md) ## inference - [Hugging Face Ecosystem](https://ryan-minato.github.io/meta-skills/huggingface.md) - [Inference Engines & Model Serving](https://ryan-minato.github.io/meta-skills/inference-and-serving.md) - [Quantization, Model Compilers & Edge Runtimes](https://ryan-minato.github.io/meta-skills/model-optimization.md) ## llm - [Hugging Face Ecosystem](https://ryan-minato.github.io/meta-skills/huggingface.md) - [Inference Engines & Model Serving](https://ryan-minato.github.io/meta-skills/inference-and-serving.md) - [LLM Applications, RAG & Agents](https://ryan-minato.github.io/meta-skills/llm-applications.md) - [LLM Evaluation & Observability](https://ryan-minato.github.io/meta-skills/llm-evaluation.md) - [OCR & Document AI](https://ryan-minato.github.io/meta-skills/ocr-and-document-ai.md) - [Vector Search & Databases](https://ryan-minato.github.io/meta-skills/vector-search.md) ## machine-learning - [3-D Vision & Neural Rendering](https://ryan-minato.github.io/meta-skills/3d-vision.md) - [Computer Vision](https://ryan-minato.github.io/meta-skills/computer-vision.md) - [Deep Learning Frameworks](https://ryan-minato.github.io/meta-skills/deep-learning-frameworks.md) - [GPU Kernels, Compilers & Autodiff](https://ryan-minato.github.io/meta-skills/gpu-kernels-and-compilers.md) - [Graphs & Graph Learning](https://ryan-minato.github.io/meta-skills/graphs-and-networks.md) - [Hugging Face Ecosystem](https://ryan-minato.github.io/meta-skills/huggingface.md) - [Image & Video Generation](https://ryan-minato.github.io/meta-skills/image-and-video-generation.md) - [Inference Engines & Model Serving](https://ryan-minato.github.io/meta-skills/inference-and-serving.md) - [LLM Applications, RAG & Agents](https://ryan-minato.github.io/meta-skills/llm-applications.md) - [LLM Evaluation & Observability](https://ryan-minato.github.io/meta-skills/llm-evaluation.md) - [Quantization, Model Compilers & Edge Runtimes](https://ryan-minato.github.io/meta-skills/model-optimization.md) - [OCR & Document AI](https://ryan-minato.github.io/meta-skills/ocr-and-document-ai.md) - [Pipelines, Orchestration & MLOps](https://ryan-minato.github.io/meta-skills/pipelines-and-mlops.md) - [Probabilistic Programming & Causal Inference](https://ryan-minato.github.io/meta-skills/probabilistic-and-causal.md) - [Recommender Systems](https://ryan-minato.github.io/meta-skills/recsys.md) - [Reinforcement Learning](https://ryan-minato.github.io/meta-skills/reinforcement-learning.md) - [Scientific & Domain ML](https://ryan-minato.github.io/meta-skills/science-ml.md) - [Speech, Voice & Audio](https://ryan-minato.github.io/meta-skills/speech-and-audio.md) - [Tabular ML, AutoML & Interpretability](https://ryan-minato.github.io/meta-skills/tabular-and-automl.md) - [Time Series & Forecasting](https://ryan-minato.github.io/meta-skills/time-series.md) - [Distributed Training & Finetuning](https://ryan-minato.github.io/meta-skills/training-and-finetuning.md) - [Privacy, Robustness & Federated Learning](https://ryan-minato.github.io/meta-skills/trustworthy-ml.md) - [Vector Search & Databases](https://ryan-minato.github.io/meta-skills/vector-search.md) ## mlops - [LLM Evaluation & Observability](https://ryan-minato.github.io/meta-skills/llm-evaluation.md) - [Pipelines, Orchestration & MLOps](https://ryan-minato.github.io/meta-skills/pipelines-and-mlops.md) ## numerics - [GPU Kernels, Compilers & Autodiff](https://ryan-minato.github.io/meta-skills/gpu-kernels-and-compilers.md) - [Numerical Computing & Statistics](https://ryan-minato.github.io/meta-skills/numerical-computing.md) - [Optimization, Differential Equations & FEM](https://ryan-minato.github.io/meta-skills/optimization-and-simulation.md) ## probabilistic - [Probabilistic Programming & Causal Inference](https://ryan-minato.github.io/meta-skills/probabilistic-and-causal.md) ## recsys - [Recommender Systems](https://ryan-minato.github.io/meta-skills/recsys.md) - [Vector Search & Databases](https://ryan-minato.github.io/meta-skills/vector-search.md) ## rl - [Reinforcement Learning](https://ryan-minato.github.io/meta-skills/reinforcement-learning.md) ## scientific-computing - [GPU Kernels, Compilers & Autodiff](https://ryan-minato.github.io/meta-skills/gpu-kernels-and-compilers.md) - [HPC, MPI & Cluster Scheduling](https://ryan-minato.github.io/meta-skills/hpc-and-scheduling.md) - [Numerical Computing & Statistics](https://ryan-minato.github.io/meta-skills/numerical-computing.md) - [Optimization, Differential Equations & FEM](https://ryan-minato.github.io/meta-skills/optimization-and-simulation.md) - [Scientific & Domain ML](https://ryan-minato.github.io/meta-skills/science-ml.md) - [Visualization, Data Apps & Notebooks](https://ryan-minato.github.io/meta-skills/visualization-and-apps.md) ## simulation - [Optimization, Differential Equations & FEM](https://ryan-minato.github.io/meta-skills/optimization-and-simulation.md) - [Reinforcement Learning](https://ryan-minato.github.io/meta-skills/reinforcement-learning.md) - [Scientific & Domain ML](https://ryan-minato.github.io/meta-skills/science-ml.md) ## storage - [DataFrames, Storage & Data Quality](https://ryan-minato.github.io/meta-skills/dataframes-and-storage.md) ## tabular - [DataFrames, Storage & Data Quality](https://ryan-minato.github.io/meta-skills/dataframes-and-storage.md) - [Recommender Systems](https://ryan-minato.github.io/meta-skills/recsys.md) - [Tabular ML, AutoML & Interpretability](https://ryan-minato.github.io/meta-skills/tabular-and-automl.md) ## time-series - [Time Series & Forecasting](https://ryan-minato.github.io/meta-skills/time-series.md) ## training - [Deep Learning Frameworks](https://ryan-minato.github.io/meta-skills/deep-learning-frameworks.md) - [Hugging Face Ecosystem](https://ryan-minato.github.io/meta-skills/huggingface.md) - [Distributed Training & Finetuning](https://ryan-minato.github.io/meta-skills/training-and-finetuning.md) ## trustworthy - [Privacy, Robustness & Federated Learning](https://ryan-minato.github.io/meta-skills/trustworthy-ml.md) ## vision - [3-D Vision & Neural Rendering](https://ryan-minato.github.io/meta-skills/3d-vision.md) - [Computer Vision](https://ryan-minato.github.io/meta-skills/computer-vision.md) - [Image & Video Generation](https://ryan-minato.github.io/meta-skills/image-and-video-generation.md) - [OCR & Document AI](https://ryan-minato.github.io/meta-skills/ocr-and-document-ai.md) ## visualization - [Visualization, Data Apps & Notebooks](https://ryan-minato.github.io/meta-skills/visualization-and-apps.md)