職業

データサイエンティスト

24533 スキル

AIに聞く

24533 スキル

Llm Prompting And Evaluation

LLM prompting guidelines (Gemini + OpenAI), structured output patterns, and LLM-as-Judge evaluation framework. Use when designing, testing, or iterating on AI prompts for the two-step analysis chain.

mfsass0

機械学習

Merge multiple fine-tuned LLM checkpoints using mergekit with methods like linear interpolation, SLERP, TIES, DARE, task arithmetic, and frankenmerging. Use when combining specialized model capabilities without retraining — e.g., merging a code model with a chat model. Do not use for training, LoRA adapter composition, or inference serving.

merceralex397-collab0

デバッグ

Usage Stats

Interpret skill usage and frecency trends using deft usage and stats commands

kvithayathil0

機械学習

Llm Creation

Plans and executes end-to-end LLM creation from architecture design through pretraining, instruction tuning, and alignment. Covers scaling laws, compute budgets, tokenizer training, distributed training infrastructure, and evaluation checkpoints. Use when building a new language model from scratch.

merceralex397-collab0

機械学習

Purpose

Generates synthetic instruction-response training data using Self-Instruct, Evol-Instruct, and distillation from strong models via OpenAI/Anthropic APIs or vLLM batch inference. Use when creating instruction-tuning datasets, evolving seed tasks for complexity, filtering for quality and diversity, or generating domain-specific training data (code, math, reasoning). Do not use for human annotation pipeline design.

merceralex397-collab0

データサイエンティスト

Llm Prompting And Evaluation

Model Merging

Usage Stats

Llm Creation

Purpose

データサイエンティスト

Llm Prompting And Evaluation

Model Merging

Usage Stats

Llm Creation

Purpose

Tokenizer Design

Purpose

Matplotlib Data Visualization

Purpose

Aggregator

Paper Workflow Orchestrator

Tuner

Paper Data Processing

Refine Reference

Improvement Cycle

Strategy Design Quant

Seaborn

Research Visualization

Idea Pipeline

Early Stopping Callback

Dataset Loader Creator

Train Test Splitter

Tensorflow Model Trainer

Batch Inference Pipeline

Azure Ml Deployer

Torchserve Config Generator

Spark Sql Optimizer

Complex Join Helper

Cohort Analysis Creator

Churn Analysis Helper