Zero9Tech/ llama3.1-8b-data-science

30 Downloads Updated 3 weeks ago

Optimized for real-world data science decisions. It delivers method selection, alternative comparison, and validation planning in one response. Trained on 16.5K expert insight dialogues, it focuses on actionable guidance over generic theory.

tools

ollama run Zero9Tech/llama3.1-8b-data-science

curl http://localhost:11434/api/chat \
  -d '{
    "model": "Zero9Tech/llama3.1-8b-data-science",
    "messages": [{"role": "user", "content": "Hello!"}]
  }'

from ollama import chat

response = chat(
    model='Zero9Tech/llama3.1-8b-data-science',
    messages=[{'role': 'user', 'content': 'Hello!'}],
)
print(response.message.content)

import ollama from 'ollama'

const response = await ollama.chat({
  model: 'Zero9Tech/llama3.1-8b-data-science',
  messages: [{role: 'user', content: 'Hello!'}],
})
console.log(response.message.content)

Applications

Claude Code

Claude Code ollama launch claude --model Zero9Tech/llama3.1-8b-data-science

OpenClaw

OpenClaw ollama launch openclaw --model Zero9Tech/llama3.1-8b-data-science

Hermes Agent

Hermes Agent ollama launch hermes --model Zero9Tech/llama3.1-8b-data-science

Codex

Codex ollama launch codex --model Zero9Tech/llama3.1-8b-data-science

OpenCode

OpenCode ollama launch opencode --model Zero9Tech/llama3.1-8b-data-science

Models

Name

1 model

Size

Context

Input

llama3.1-8b-data-science:latest

5.6GB · 256K context window · Text · 3 weeks ago

llama3.1-8b-data-science:latest

5.6GB

256K

Text

Readme

Llama-3.1-8B-Data-Science-Insight-16.5K

This model is tuned for decision-oriented data mining and applied data science assistance.

Training Setup

Domain SFT: zero9tech/data-scientist-insight-dialog-en-16.5k.

Dataset Test Highlights

Total records: 16,463
Split: train: 14,021 · validation: 801 · test: 1,641
assistant_first_unique_ratio: 0.8408
assistant_final_unique_ratio: 1.0000

Usage Note

Model behavior is optimized for decision-focused responses (method choice, alternatives, risk signals, validation planning).

Copyright

Copyright © Zero9 Tech

License

Apache-2.0