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Title: GitHub - 01binary/chatbot: Fine-tune an LLM chatbot · GitHub

Open Graph Title: GitHub - 01binary/chatbot: Fine-tune an LLM chatbot

X Title: GitHub - 01binary/chatbot: Fine-tune an LLM chatbot

Description: Fine-tune an LLM chatbot. Contribute to 01binary/chatbot development by creating an account on GitHub.

Open Graph Description: Fine-tune an LLM chatbot. Contribute to 01binary/chatbot development by creating an account on GitHub.

X Description: Fine-tune an LLM chatbot. Contribute to 01binary/chatbot development by creating an account on GitHub.

Opengraph URL: https://github.com/01binary/chatbot

X: @github

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Skip to content	https://github.com/01binary/chatbot#start-of-content
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Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2F01binary%2Fchatbot
GitHub CopilotWrite better code with AI	https://github.com/features/copilot
GitHub Copilot appDirect agents from issue to merge	https://github.com/features/ai/github-app
MCP RegistryNewIntegrate external tools	https://github.com/mcp
ActionsAutomate any workflow	https://github.com/features/actions
CodespacesInstant dev environments	https://github.com/features/codespaces
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17 Commits	https://github.com/01binary/chatbot/commits/main/
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README.md	https://github.com/01binary/chatbot/blob/main/README.md
README.md	https://github.com/01binary/chatbot/blob/main/README.md
fine-tune.py	https://github.com/01binary/chatbot/blob/main/fine-tune.py
fine-tune.py	https://github.com/01binary/chatbot/blob/main/fine-tune.py
inference.py	https://github.com/01binary/chatbot/blob/main/inference.py
inference.py	https://github.com/01binary/chatbot/blob/main/inference.py
README	https://github.com/01binary/chatbot
	https://github.com/01binary/chatbot#building-a-chat-bot
	https://github.com/01binary/chatbot#overview
	https://github.com/01binary/chatbot#pre-training
Build a Large Language Model (From Scratch)	https://www.amazon.com/Build-Large-Language-Model-Scratch/dp/1633437167
	https://github.com/01binary/chatbot/blob/main/images/book.png
	https://github.com/01binary/chatbot#fine-tuning
Medical Gemma	https://huggingface.co/collections/google/medgemma-release-680aade845f90bec6a3f60c4
Clinical Bert	https://huggingface.co/medicalai/ClinicalBERT
Medical GPT	https://huggingface.co/dousery/medical-reasoning-gpt-oss-20b
	https://github.com/01binary/chatbot#step-by-step-process
	https://github.com/01binary/chatbot/blob/main/images/timeline.png
	https://github.com/01binary/chatbot#evaluating-models
Few-shot prompting	https://www.ibm.com/think/topics/few-shot-prompting
	https://github.com/01binary/chatbot#exploring-models
LM Studio	https://lmstudio.ai/
Llama.cpp	https://github.com/ggml-org/llama.cpp
MLX	https://github.com/ml-explore/mlx
Llama.cpp Server	https://github.com/ggml-org/llama.cpp/tree/master/tools/server
Ollama	https://ollama.com/
Hugging Face Hub	https://huggingface.co/models
Safetensors	https://huggingface.co/docs/text-generation-inference/en/conceptual/safetensors
GGUF	https://huggingface.co/docs/hub/en/gguf
MLX	https://huggingface.co/docs/hub/en/mlx
designed specifically for Apple GPUs	https://contracollective.com/blog/mlx-vs-llama-cpp-apple-silicon-local-ai
	https://github.com/01binary/chatbot#model-capabilities
	https://github.com/01binary/chatbot#downloading-a-model
	https://github.com/01binary/chatbot#prompts
examples of system prompts	https://huggingface.co/datasets/danielrosehill/System-Prompt-Library
	https://github.com/01binary/chatbot/blob/main/images/system-prompt.png
	https://github.com/01binary/chatbot#tool-calling
LLama Tool Calling	https://llama.developer.meta.com/docs/features/tool-calling/
Gemma Function Calling	https://ai.google.dev/gemma/docs/capabilities/function-calling
Qwen Function Calling	https://qwen.readthedocs.io/en/latest/framework/function_call.html
	https://github.com/01binary/chatbot/blob/main/images/tool-call.png
JSON Schema	https://json-schema.org/
	https://github.com/01binary/chatbot#integration
	https://github.com/01binary/chatbot#chat-api
inference	https://research.ibm.com/blog/AI-inference-explained
Hugging Face Chat API	https://huggingface.co/docs/text-generation-inference/en/index
OpenAI-compatible Chat API	https://developers.openai.com/api/reference/overview
Postman	https://www.postman.com/
Bruno	https://www.usebruno.com/
http://127.0.0.1:1234/v1/chat/completions	http://127.0.0.1:1234/v1/chat/completions
	https://github.com/01binary/chatbot/blob/main/images/postman.png
	https://github.com/01binary/chatbot#tool-calls
	https://github.com/01binary/chatbot#structured-output
Llama Structured Output	https://llama.developer.meta.com/docs/features/structured-output/
Gemma Structured Output	https://ai.google.dev/gemini-api/docs/structured-output?example=recipe
Qwen Structured Output	https://www.alibabacloud.com/help/en/model-studio/qwen-structured-output
JSON Schema	https://json-schema.org/
	https://github.com/01binary/chatbot#model-context-protocol
standard developed by Anthropic	https://www.anthropic.com/news/model-context-protocol
MCP specification	https://modelcontextprotocol.io/docs/getting-started/intro
many languages and frameworks	https://modelcontextprotocol.io/docs/sdk
C# SDK	https://github.com/modelcontextprotocol/csharp-sdk
server that lets AI agents query the National Weather Service	https://modelcontextprotocol.io/docs/develop/build-server#c%23
integrating an AI agent with a TODO list app	https://learn.microsoft.com/en-us/azure/app-service/tutorial-ai-model-context-protocol-server-dotnet
echo server	https://devblogs.microsoft.com/dotnet/build-a-model-context-protocol-mcp-server-in-csharp/
integrates an AI agent with an inventory tracking web application	https://github.com/01binary/inventory-llm
	https://github.com/01binary/chatbot#fine-tuning-1
	https://github.com/01binary/chatbot#environment-setup
Kaggle	https://www.kaggle.com/
T4	https://www.newegg.com/p/1FT-000P-005F0
P100	https://www.newegg.com/nvidia-900-2h400-0000-000-tesla-p100-16gb-graphics-card/p/2VV-000H-000J6
	https://github.com/01binary/chatbot#loading-a-pre-trained-model
Llama Cookbook	https://github.com/meta-llama/llama-cookbook
quantized	https://www.newline.co/@zaoyang/4-bit-vs-8-bit-quantization-key-differences--842272c7
Unsloth	https://unsloth.ai/
Microsoft Foundry	https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/meta%E2%80%99s-new-llama-3-2-slms-and-image-reasoning-models-now-available-on-azure-ai-m/4255167
Python notebook template for Kaggle	https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3.2_(1B_and_3B)-Conversational.ipynb&accelerator=nvidiaTeslaT4
fine-tuning with Unsloth	https://docs.unsloth.ai/get-started/fine-tuning-llms-guide
fine-tuning	https://github.com/01binary/chatbot/blob/main/fine-tune.py
inference	https://github.com/01binary/chatbot/blob/main/inference.py
BnB (Bits and Bytes) format	https://huggingface.co/docs/transformers/en/quantization/bitsandbytes
	https://github.com/01binary/chatbot#preparing-a-dataset
	https://github.com/01binary/chatbot#dataset-formats
	https://github.com/01binary/chatbot#sharegpt-format
mlabonne/FineTome-100k	https://huggingface.co/datasets/mlabonne/FineTome-100k
	https://github.com/01binary/chatbot#hugging-face-generic-format
allenai/tulu-3-sft-mixture	https://huggingface.co/datasets/allenai/tulu-3-sft-mixture/viewer/default/train
	https://github.com/01binary/chatbot#uploading-the-dataset
Huggingface	https://huggingface.co/datasets
Kaggle	https://www.kaggle.com/datasets
Parquet	https://www.snowflake.com/en/fundamentals/parquet/
Kaggle Settings	https://www.kaggle.com/settings
Kaggle API documentation	https://www.kaggle.com/docs/api#getting-started-installation-&-authentication
	https://github.com/01binary/chatbot#training
	https://github.com/01binary/chatbot#supervised-fine-tuning-trainer
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Hugging Face Supervised Fine-Tuning (SFT) Trainer	https://huggingface.co/docs/trl/en/sft_trainer
	https://github.com/01binary/chatbot#low-rank-adaptation
Low-Rank Adaptation (LoRA)	https://docs.unsloth.ai/get-started/fine-tuning-llms-guide/lora-hyperparameters-guide
	https://github.com/01binary/chatbot#hyperparameters
	https://github.com/01binary/chatbot#lora-hyperparameters
	https://github.com/01binary/chatbot#training-hyperparameters
	https://github.com/01binary/chatbot#inference
	https://github.com/01binary/chatbot#development-inference
	https://github.com/01binary/chatbot#testing-inference
fine-tune.py	https://github.com/01binary/chatbot/blob/main/fine-tune.py
inference.py	https://github.com/01binary/chatbot/blob/main/inference.py
Hugging Face CLI	https://huggingface.co/docs/huggingface_hub/en/guides/cli
	https://github.com/01binary/chatbot#production-inference
Hugging Face Inference Endpoints	https://huggingface.co/docs/inference-endpoints/en/index
Amazon SageMaker	https://aws.amazon.com/sagemaker
Microsoft Foundry	https://ai.azure.com/catalog/publishers/hugging%20face,huggingface
Google Vertex AI	https://cloud.google.com/vertex-ai
Friendli Endpoints	https://friendli.ai/product/dedicated-endpoints
Readme	https://github.com/01binary/chatbot#readme-ov-file
Please reload this page	https://github.com/01binary/chatbot
Activity	https://github.com/01binary/chatbot/activity
0 forks	https://github.com/01binary/chatbot/forks
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Releases	https://github.com/01binary/chatbot/releases
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Python 100.0%	https://github.com/01binary/chatbot/search?l=python
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