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Skills IA Données et IA

Découvrez les skills Données et IA, comparez leurs dépôts et consultez leurs instructions.

Catégories: Données et IA

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api

atrawog

Direct REST API operations for Ollama using the requests library. Covers all /api/* endpoints for model management, text generation, chat completion, embeddings, and streaming responses.

GitHub

gpu

atrawog

GPU monitoring and performance metrics for Ollama inference. Check GPU status, VRAM usage, loaded models, and inference performance metrics like tokens per second.

GitHub

dpo

atrawog

Direct Preference Optimization for learning from preference pairs. Covers DPOTrainer, preference dataset preparation, implicit reward modeling, and beta tuning for stable preference learning without explicit re...

GitHub

system

atrawog

System maintenance for Bazzite OS. Updates via topgrade, cleanup of podman/flatpaks, viewing logs and changelogs, diagnostics, and power measurements. Use when users need to update, clean, or diagnose their Baz...

GitHub

jellyfin

atrawog

Jellyfin media server management via Podman Quadlet. Supports multi-instance deployment, hardware transcoding (NVIDIA/AMD/Intel), and FUSE filesystem mounts. Use when users need to set up or manage Jellyfin med...

GitHub

transformers

atrawog

Transformer architecture fundamentals. Covers self-attention mechanism, multi-head attention, feed-forward networks, layer normalization, and residual connections. Essential concepts for understanding LLMs.

GitHub

clean

atrawog

Development: Cleanup and maintenance for the development environment. Removes build artifacts, caches, containers, and recovers disk space. Run from repository root with 'just clean'. Use when developers need t...

GitHub

runners

atrawog

Self-hosted GitHub Actions runner management via Podman Quadlet. Supports multi-instance pools with ephemeral storage, automatic token generation, and rolling updates. Use when users need to set up CI/CD runner...

GitHub

rloo

atrawog

Reinforcement Learning with Leave-One-Out estimation for policy optimization. Covers RLOOTrainer, reward function integration, baseline estimation, and variance reduction techniques for stable RL training. Incl...

GitHub

rag

atrawog

Retrieval-Augmented Generation (RAG) for grounding LLM responses with external knowledge. Covers document chunking, embeddings, vector stores (pandas, ChromaDB), similarity search, and conversational RAG pipeli...

GitHub

desktop

atrawog

Desktop customization for Bazzite. GTK theme restoration, terminal transparency, and MOTD settings. Use when users need to customize their desktop appearance.

GitHub

huggingface

atrawog

Import GGUF models from HuggingFace into Ollama. Pull models directly using the hf.co/ prefix, track download progress, and use imported models for inference.

GitHub

localai

atrawog

LocalAI local inference API management via Podman Quadlet. Provides an OpenAI-compatible API for local model inference with GPU acceleration. Use when users need to configure, start, or manage the LocalAI servi...

GitHub

python

atrawog

Official ollama Python library for LLM inference. Provides a clean, Pythonic interface for text generation, chat completion, embeddings, model management, and streaming responses.

GitHub

gpu

atrawog

GPU driver configuration for Bazzite. NVIDIA proprietary drivers, Optimus laptops, NVK (open-source NVIDIA), GPU switching, Broadcom WiFi, and Mesa testing builds. Use when users need to configure graphics driv...

GitHub

network

atrawog

Network configuration for Bazzite. iwd WiFi backend, Wake-on-LAN, and Tailscale VPN. Use when users need to configure network services. For SSH, see bazzite-ai:config.

GitHub

pods

atrawog

Aggregate management for all AI pod services. Provides status overview and bulk operations across all pod containers (ollama, jupyter, comfyui, openwebui, localai, fiftyone, jellyfin, runners).

GitHub

vm

atrawog

QCOW2 virtual machine management using libvirt. Creates VMs from pre-built images downloaded from R2 CDN with cloud-init customization. Supports SSH, VNC, and virtiofs home directory sharing. Use when users nee...

GitHub

openai

atrawog

OpenAI compatibility layer for Ollama. Use the official OpenAI Python library to interact with Ollama, enabling easy migration from OpenAI and compatibility with LangChain, LlamaIndex, and other OpenAI-based to...

GitHub

ollama

atrawog

Ollama LLM inference server management via Podman Quadlet. Single-instance design with GPU acceleration for running local LLMs. Use when users need to configure Ollama, pull models, run inference, or manage the...

GitHub

audio

atrawog

Audio configuration for Bazzite. Virtual audio channels for Game/Voice/Browser/Music, 7.1 surround for headphones, Bluetooth headset profiles, and PipeWire management. Use when users need to configure audio on...

GitHub

comfyui

atrawog

ComfyUI node-based Stable Diffusion interface. GPU-accelerated image generation with custom node support and CivitAI model downloads. Use 'ujust comfyui' for configuration, lifecycle management, and model/node...

GitHub

langchain

atrawog

LangChain framework for LLM applications. Covers model wrappers (HuggingFace, Ollama), prompt templates, few-shot learning, output parsing, and chaining techniques for building sophisticated LLM workflows.

GitHub

peft

atrawog

Parameter-efficient fine-tuning with LoRA and Unsloth. Covers LoraConfig, target module selection, QLoRA for 4-bit training, adapter merging, and Unsloth optimizations for 2x faster training.

Le classement utilise les étoiles du dépôt GitHub indexé. Plusieurs skills peuvent partager ce nombre : ce n’est ni un nombre d’installations ni une note de qualité.

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