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Found 31 Skills
Generates a Jupyter notebook that fine-tunes a base model using SageMaker serverless training jobs. Use when the user says "start training", "fine-tune my model", "I'm ready to train", or when the plan reaches the finetuning step. Supports SFT, DPO, and RLVR trainers, including RLVR Lambda reward function creation.
Fine-tune LLMs using reinforcement learning with TRL - SFT for instruction tuning, DPO for preference alignment, PPO/GRPO for reward optimization, and reward model training. Use when need RLHF, align model with preferences, or train from human feedback. Works with HuggingFace Transformers.
Guide for implementing Syncfusion WinUI TreeGrid (SfTreeGrid) components for displaying hierarchical or self-relational data. Use this skill when working with tree-structured grids, parent-child data relationships, or expandable grid rows. Covers TreeGrid features for organizational charts, file system displays, and multi-level data representation in WinUI applications.
Implements Syncfusion .NET MAUI TimePicker (SfTimePicker) control. Use when implementing time selection, time picker controls, or time input UI in .NET MAUI. This skill covers installation, configuration, time formats (14 predefined formats), picker modes (Dialog/RelativeDialog), intervals, time restrictions, looping, events, and customization.
Guidelines for creating high-quality datasets for LLM post-training (SFT/DPO/RLHF). Use when preparing data for fine-tuning, evaluating data quality, or designing data collection strategies.
Comprehensive guide for implementing Syncfusion WPF TreeGrid (SfTreeGrid) control in Windows Presentation Foundation applications. Use this when displaying hierarchical or self-relational data in a grid format with expandable tree structure. Supports column configuration, sorting and filtering hierarchical data, editing tree nodes, cell merging, exporting, and conditional styling.
Implements Syncfusion .NET MAUI Toolbar (SfToolbar) for navigation bars and command bars. Use when working with toolbars, toolbar items, navigation bars, toolbar buttons, or action toolbars in .NET MAUI applications. This skill covers toolbar item configuration, icons, text, overflow behavior, orientation, selection modes, and toolbar customization.