Skills with input "Training dataset"

thinkdial-reasoning-effort-control - ThinkDial: Control LLM Reasoning Effort
reasoning budget token compression controllable inference budget-aware training
★ 6 · Updated 2026-10-01
Controls LLM reasoning effort with High, Medium, and Low modes using budget-aware fine-tuning and adaptive reward shaping.
⚙ Define discrete reasoning modes ⚙ Set token budgets ⚙ Train with budget-aware SFT
fine-tuning-serving-openpi - Fine-Tune and Serve OpenPI Robot Policies
OpenPI Physical Intelligence VLA Robotics
★ 85 · Updated 2026-09-28
Fine-tunes and serves Physical Intelligence OpenPI models with JAX or PyTorch for robot policy inference in ALOHA, DROID, and LIBERO environments.
⚙ Fine-tune OpenPI models ⚙ Serve policy inference ⚙ Convert JAX checkpoints
dmtd-multi-token - Direct Multi-Token Decoding
inference-optimization multi-token-decoding layer-specialization transformer-efficiency
★ 6 · Updated 2026-09-21
Generate multiple tokens simultaneously by having late transformer layers directly predict multiple outputs after early layer processing.
⚙ Configure multi-token output heads ⚙ Fine-tune multi-token output heads ⚙ Generate text using multi-token decoding
llm-fine-tuning - LLM Fine-Tuning Infrastructure
devops llm fine-tuning qlora
★ 18 · Updated 2026-09-21
Set up infrastructure for fine-tuning LLMs using QLoRA, LoRA, Hugging Face TRL, Axolotl, DeepSpeed, or FSDP.
⚙ Fine-tune LLMs using QLoRA ⚙ Configure Axolotl for fine-tuning ⚙ Launch distributed DeepSpeed ZeRO-3 training
verl-rl-training - verl: LLM RL Training Framework
Reinforcement Learning RLHF GRPO PPO
★ 1 · Updated 2026-06-30
Flexible RL training library for large language models
⚙ train models ⚙ run rollout ⚙ compute reward
sklearn-model-trainer - Scikit-learn Model Training
machine learning model training scikit-learn cross-validation
★ 650 · Updated 2026-05-09
Train scikit-learn ML models with cross-validation, hyperparameter tuning, and pipelines
⚙ Train classification models ⚙ Train regression models ⚙ Train clustering models