training-pipelines
Master training pipelines - orchestration, distributed training, hyperparameter tuning
Profile →npx skills add majiayu000/claude-skill-registry --skill training-pipelines --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# Training Pipelines Skill > **Learn**: Build production training pipelines with orchestration and distributed training. ## Skill Overview | Attribute | Value | |-----------|-------| | **Bonded Agent** | 04-training-pipelines | | **Difficulty** | Intermediate to Advanced | | **Duration** | 40 hours | | **Prerequisites** | mlops-basics, experiment-tracking | --- ## Learning Objectives 1. **Design** end-to-end training pipelines 2. **Implement** distributed training with PyTorch DDP 3. **Configure** hyperparameter tuning with Optuna 4. **Deploy** pipelines to Kubeflow 5. **Optimize** GPU utilization and costs --- ## Topics Covered ### Module 1: Pipeline Design (10 hours) **Pipeline Architecture:** ``` ┌────────────────────────────────────────────────────────────────┐ │ TRAINING PIPELINE │ ├────────────────────────────────────────────────────────────────┤ │ │ │ ┌─────────┐ ┌─────────┐ ┌─────────┐ ┌─────────┐ ┌───────┐ │ │ │ Data │─▶│Preprocess│─▶│ Train │─▶│ Evaluate│─▶│Register│ │ │ │ Load │ │ │ │ │ │ │ │ │ │ │ └─────────┘ └─────────┘ └─────────┘ └─────────┘ └───────┘ │ │ ║ │ │ ▼ │ │ [Hyperparameter] │ │ [ Tuning ] │ │ │ └──────────────────────────────────────────────────────────────
- Skill Overview
- Learning Objectives
- Topics Covered
- Module 1: Pipeline Design (10 hours)
- Module 2: Distributed Training (12 hours)
- Module 3: Hyperparameter Tuning (10 hours)
- Module 4: Pipeline Deployment (8 hours)
- Code Templates
- Template: Production Training Script
- Troubleshooting Guide
- Resources
- Version History
What does the training-pipelines skill do?
Master training pipelines - orchestration, distributed training, hyperparameter tuning
How do I install it?
Run `npx skills add majiayu000/claude-skill-registry --skill training-pipelines --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.