Batch Predict Per Series Normalize Denormalize

Q: What is a Claude Code skill and how does the Batch Predict Per Series Normalize Denormalize skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Batch Predict Per Series Normalize Denormalize is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: General · Sub-category: general-misc · Last updated: 2026-06-13

Stack per-series inputs into a GPU batch with per-series mean/std, predict in parallel, then denormalize back to each series' original scale.

About this skill (catalog notes)

Batch Predict Per Series Normalize Denormalize includes pricing or quota commentary; at least one code block. The SKILL.md is on the shorter side at about 319 words.

Source: github.com/kjuhwa/skills-hub
License: MIT
Original author: kjuhwa
Indexed lastmod: 2026-06-13
Catalog position: General · general-misc
Indexed related skills: 10

How Batch Predict Per Series Normalize Denormalize fits the catalog

Batch Predict Per Series Normalize Denormalize sits in the General category under the general-misc sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

What this skill does

Batch Predict Per Series Normalize Denormalize is a community-contributed Claude Code skill in the general-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/batch-predict-per-series-normalize-denormalize/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Batch Predict Per Series Normalize Denormalize Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 119,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/batch-predict-per-series-normalize-denormalize
curl -L https://claudskills.com/skills/batch-predict-per-series-normalize-denormalize/SKILL.md \
  -o ~/.claude/skills/batch-predict-per-series-normalize-denormalize/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/batch-predict-per-series-normalize-denormalize/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/batch-predict-per-series-normalize-denormalize/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\batch-predict-per-series-normalize-denormalize\SKILL.md on Windows. See the full install guide for step-by-step instructions.

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Frequently asked questions

How do I install the Batch Predict Per Series Normalize Denormalize Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/batch-predict-per-series-normalize-denormalize/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.

What does the Batch Predict Per Series Normalize Denormalize skill do?

Stack per-series inputs into a GPU batch with per-series mean/std, predict in parallel, then denormalize back to each series' original scale.

Is this skill free to install?

Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.

When should I use the Batch Predict Per Series Normalize Denormalize skill?

Use Batch Predict Per Series Normalize Denormalize when your Claude Code task falls under the General category — specifically in the general misc area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Batch Predict Per Series Normalize Denormalize" or describe the task and let Claude pick). Browse related skills at /category/general/.

What is a Claude Code skill and how does the Batch Predict Per Series Normalize Denormalize skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Batch Predict Per Series Normalize Denormalize is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Source: https://github.com/kjuhwa/skills-hub/blob/b8e7275ea024cc3f9d8551b41aa9ebf89b464cd1/skills/inference/batch-predict-per-series-normalize-denormalize/SKILL.md
License: MIT
Author: kjuhwa
Website: https://github.com/kjuhwa/skills-hub#quick-start

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA

kjuhwa. (2026). Batch Predict Per Series Normalize Denormalize [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/batch-predict-per-series-normalize-denormalize/

BibTeX

@misc{batch-predict-per-series-normalize-denormalize-2026,
  author    = {kjuhwa},
  title     = {Batch Predict Per Series Normalize Denormalize [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/batch-predict-per-series-normalize-denormalize/}
}

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