skills.rest
jolibrainjolibrainOfficial·2 Agent Skills Included

deepdetect

Train, monitor, and serve deep learning models from one CLI

Trains and serves deep learning models for object detection, segmentation, classification, and text through one CLI and REST API. Eliminates manual training scripts, scattered model files, and fragile monitoring dashboards with structured JSON events and durable run artifacts. Helps developers and AI agents launch repeatable training jobs, track metrics, and inspect visual predictions without extra setup.
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npx skills add jolibrain/deepdetect --all -g -y
Available:

Tells the AI agent exactly how to launch DeepDetect training jobs, monitor them via JSONL events and run artifacts, and assess model quality from metrics and saved visual results.

All Skills in This Repository (2)

Pure Emerald Level Indicators
📦 In Repo
jolibrainjolibrain

training-observability

Inspect machine-learning training runs via the training-observe CLI.

Official
Intermediate
📦 In Repo
jolibrainjolibrain

deepdetect-pytorch-worker

Port and validate external PyTorch object detection models for DeepDetect.

Official
Advanced

Frequently Asked Questions

FAQPage Schema
How to install DeepDetect?▼

Run `npx skills add jolibrain/deepdetect --all -g -y` in your terminal to install all skills in this suite globally.

What models can DeepDetect train?▼

It trains YOLOX object detection, SegFormer segmentation, image classifiers, language models like BERT and GPT-2, and time series models through a single CLI.

How do I monitor a training run with an AI agent?▼

Use the training-observe skill to read metrics, render loss plots, and inspect saved prediction images without touching the live run.

Can DeepDetect import external PyTorch models?▼

Yes. The external PyTorch worker skill guides your agent to port outside detection models into DeepDetect using a generic adapter pattern.

Does DeepDetect support GPU training?▼

Yes. Install the GPU wheel and pass --gpu with --gpuid to run training and inference on CUDA devices.

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