unslothai / notebooks

250+ Fine-tuning & RL Notebooks for text, vision, audio, embedding, TTS models.

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📒 Fine-tuning Notebooks Below are Colab notebooks, organized by model. You can also view all notebooks in our docs. The notebooks run locally and feature data prep, training and inference. Read our fine-tuning guide. Main Notebooks | Model | Type | Notebook Link | |-----------------------------|----------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | **Qwen3.5 (4B)** | Vision | | | **Qwen3.5 (2B)** | Vision | | | **gpt-oss (20B)** | Fine-tuning | | | **gpt-oss (20B)** | GRPO | | | **Qwen3 (14B)** | Conversational | | | **Qwen3-VL (8B)** | Vision | | | **Qwen3-Embedding (0.6B)** | Embeddings | .ipynb) | | **Qwen3: Advanced GRPO** | GRPO | | | **Gemma 3 (4B)** | Vision | | | **Gemma 3N (4B)** | Audio | | | **embeddinggemma (300M)** | Embeddings | | | **Mistral Ministral 3 (3B)**| Vision | | | **Mistral v0.3 (7B)** | Vision | -Alpaca.ipynb) | | **Llama 3.1 (8B) Alpaca** | Alpaca | | | **Llama 3.2 (1B + 3B)**| Conversational | | | **Phi-4 (14B)** | Conversational | | | **Orpheus-TTS (3B)** | TTS | | GRPO & Reinforcement Learning Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **(A100) gpt oss** **(20B)** | GRPO | | | **gpt oss** **(20B)** | GRPO | | | **gpt oss** **(20B)** | GRPO | | | **Phi 4** **(14B)** | GRPO | | | **Llama3.1** **(8B)** | GRPO | | | **Qwen3** **(4B)** | GRPO | | | **Gemma3** **(1B)** | GRPO | | | **Qwen2.5** **(3B)** | GRPO | | | **LFM2.5** **(1.2B)** | GRPO | | | **DeepSeek R1 0528 Qwen3** **(8B)** | GRPO | | | **Mistral v0.3** **(7B)** | GRPO | | Text-to-Speech (TTS) Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Orpheus** **(3B)** | TTS | | | **Llasa TTS** **(3B)** | TTS | | | **Sesame CSM** **(1B)** | TTS | | | **Oute TTS** **(1B)** | TTS | | | **Llasa TTS** **(1B)** | TTS | | | **Spark TTS** **(0.5B)** | TTS | | Vision (Multimodal) Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Pixtral** **(12B)** | Vision | | | **ERNIE 4 5 VL 28B A3B PT** | Vision | | | **Llama3.2** **(11B)** | Vision | | | **Qwen3 VL** **(8B)** | Vision | | | **Qwen3 VL** **(8B)** | Vision GRPO | | | **Qwen3 5** **(4B)** | Vision | | | **Qwen3 5** **(2B)** | Vision | | | **Qwen3 5** **(0 8B)** | Vision | | | **Ministral3 VL** **(3B)** | Vision | | | **Gemma3N** **(4B)** | Vision | | | **Gemma3** **(4B)** | Vision | | | **Gemma3** **(4B)** | Vision GRPO | | | **Qwen2.5 VL** **(7B)** | Vision | | | **Qwen2.5 VL** **(7B)** | Vision GRPO | | | **LFM2.5 VL** **(1.6B)** | Vision | | | **Qwen2 VL** **(7B)** | Vision | | Embedding Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **EmbeddingGemma** **(300M)** | | | | **All MiniLM L6 v2** | | | | **Qwen3 Embedding** **(4B)** | | | | **Qwen3 Embedding** **(0 6B)** | | | | **BGE M3** | | | | **ModernBert** | | | | **ModernBERT** **(Large)** | Classification | | Speech-to-Text (STT) Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Whisper** **(Large)** | Fine Tuning | | OCR Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Deepseek OCR** **(3B)** | Fine Tuning | | | **Deepseek OCR** **(3B)** | Evaluation | | | **Deepseek OCR** **(3B)** | Eval | | | **Deepseek OCR 2** **(3B)** | | | | **Paddle OCR** **(1B)** | Vision | | BERT Notebooks | Model | Typ _...truncated for preview_