Download

Skill UI

Browse and discover 7107+ curated skills

All Development Artificial Intelligence Design & Creative Product & Business Data Science Marketing Soft Skills Productivity Engineering Languages

Search Precision , found 22 results

Default Newest Most Downloaded

DeepSpeed Distributed I/O Guide

Orchestra-Research/AI-Research-SKILLs

Guides engineers through DeepSpeed distributed training and NVMe I/O optimizations, covering ZeRO, pipeline parallelism, mixed precision, and DeepNVMe handles for synchronous and asynchronous tensor storage.

Machine Learning Model Evaluation

evaluating-machine-learning-models

jeremylongshore/claude-code-plugins-plus-skills

Provides detailed evaluation of machine learning models using plugin metrics to assess accuracy, precision, recall, F1, and other key indicators, helping users compare models and validate performance before deployment.

Half-Quadratic Quantization

hqq-quantization

Orchestra-Research/AI-Research-SKILLs

Provides calibration-free weight quantization for LLMs down to 1-bit precision with multiple optimized backends, ideal for fast deployments with vLLM/HuggingFace and LoRA/PEFT fine-tuning without collecting calibration data.

Simplified Distributed Training

huggingface-accelerate

Orchestra-Research/AI-Research-SKILLs

HuggingFace Accelerate adds distributed support to any PyTorch script with just four lines, providing a unified API for DDP, DeepSpeed, FSDP, and Megatron, plus automatic device placement, mixed precision, and simple launch/config commands for fast prototyping.

Enterprise RL Model Training

miles-rl-training

Orchestra-Research/AI-Research-SKILLs

Guides production-grade miles RL training for massive MoE models, covering FP8/INT4 low precision, train-inference alignment, and speculative rollout workflows to maximize throughput in enterprise deployments.

Mixed Precision Trainer

mixed-precision-trainer

jeremylongshore/claude-code-plugins-plus-skills

Automates mixed precision ML training workflows by surfacing best practices, generating runnable code/configurations, and validating setups across data prep, model tuning, and experiment tracking.

Flash Attention Optimizer

optimizing-attention-flash

Orchestra-Research/AI-Research-SKILLs

Flash Attention optimizer delivers 2-4x speedup and 10-20x memory savings for transformer attention, ideal when training or running long-context models that hit GPU memory or latency limits; supports PyTorch native scaled_dot_product_attention, the flash-attn library, H100 FP8 precision, and sliding-window attention.

PyTorch FSDP2 Training Flow

Orchestra-Research/AI-Research-SKILLs

Guides adding PyTorch FSDP2’s fully_shard integration to training loops, covering correct distributed init, bottom-up sharding, mixed precision/offload policies, DTensor-aware optimizers, and distributed checkpointing so oversized models or DeviceMesh sharding goals work reliably.

TensorRT LLM Optimizer

Orchestra-Research/AI-Research-SKILLs

Optimizes large language model inference on NVIDIA GPUs with TensorRT, delivering 10-100× faster throughput, quantized precision (FP8/INT4), multi-GPU scaling, and serving-ready tooling for production deployments.

ClinPGx Database Access

clinpgx-database

K-Dense-AI/claude-scientific-skills

Provide REST API access to ClinPGx, the successor to PharmGKB, for querying gene-drug interactions, CPIC/DPWG/FDA guidelines, allele functions, and evidence that supports precision dosing and pharmacogenomics-driven clinical decisions.

LLM Prompt Optimizer

llm-prompt-optimizer

sickn33/antigravity-awesome-skills

Transforms vague or inconsistent prompts into precision-engineered instructions so any LLM delivers structured, hallucination-resistant, token-efficient outputs.

Crafted Anime.js Motion

animejs-animation

sickn33/antigravity-awesome-skills

Advanced Anime.js animation skill for composing award-worthy, high-performance web motions with complex timelines, staggered reveals, and precision control over DOM, CSS, and SVG elements.

Language