Fine Tuning Expert
Jeffallan/claude-skillsUse when fine-tuning LLMs, training custom models, or adapting foundation models for specific tasks. Invoke for configuring LoRA/QLoRA adapters, preparing JSONL training datasets, setting hyperparameters for fine-tuning runs, adapter training, transfer learning, finetuning with Hugging Face PEFT, OpenAI fine-tuning, instruction tuning, RLHF, DPO, or quantizing and deploying fine-tuned models. Trigger terms include: LoRA, QLoRA, PEFT, finetuning, fine-tuning, adapter tuning, LLM training, model training, custom model.
At a glance
This skill is for Legal and helps you fine-tune an llm for a specific task, configure lora or qlora adapters, and prepare jsonl datasets for model training.
/plugin marketplace add Jeffallan/claude-skills
/plugin install fine-tuning-expert
Setup, runtime and requirements describe Jeffallan/claude-skills, the repo this skill ships in.
LoraQloraPeftHugging FaceRlhfTransfer Learning
Also in Jeffallan/claude-skills
View the repoGenerates Angular 17+ standalone components, configures advanced routing with lazy loading and guards, implements NgRx state management, app...
Use when designing REST or GraphQL APIs, creating OpenAPI specifications, or planning API architecture. Invoke for resource modeling, versio...
Use when designing new high-level system architecture, reviewing existing designs, or making architectural decisions. Invoke to create archi...
Integrates with Atlassian products to manage project tracking and documentation via MCP protocol. Use when querying Jira issues with JQL fil...
Designs chaos experiments, creates failure injection frameworks, and facilitates game day exercises for distributed systems — producing runb...
Use when building CLI tools, implementing argument parsing, or adding interactive prompts. Invoke for parsing flags and subcommands, display...
Designs cloud architectures, creates migration plans, generates cost optimization recommendations, and produces disaster recovery strategies...
Generates, formats, and validates technical documentation — including docstrings, OpenAPI/Swagger specs, JSDoc annotations, doc portals, and...
Analyzes code diffs and files to identify bugs, security vulnerabilities (SQL injection, XSS, insecure deserialization), code smells, N+1 qu...
Writes, optimizes, and debugs C++ applications using modern C++20/23 features, template metaprogramming, and high-performance systems techni...
Use when building C# applications with .NET 8+, ASP.NET Core APIs, or Blazor web apps. Builds REST APIs using minimal or controller-based ro...
Optimizes database queries and improves performance across PostgreSQL and MySQL systems. Use when investigating slow queries, analyzing exec...
Other Legal skills
Applies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthropic's look-and-feel. Use...
Review the changes since a fixed point (commit, branch, tag, or merge-base) along two axes — Standards (does the code follow this repo's doc...
Meeting notes page — title bar with attendees, agenda checklist, decisions block, action items table with owners + dates, and a "next meetin...
An editorial-style poster — newsprint paper, dateline, oversized serif headline with a struck-through word and italic accent, a 2-column bod...
A standalone pricing page — header, plan tiers, feature comparison table, and an FAQ. Use when the brief asks for "pricing", "plans", "subsc...
Apple Human Interface Guidelines as 14 agent skills covering platforms, foundations, components, patterns, inputs, and technologies for iOS,...