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Tinyllama Financial Manager V1 by Ggogi

 »  All LLMs  »  Ggogi  »  Tinyllama Financial Manager V1   URL Share it on

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  Autotrain compatible   Conversational   Endpoints compatible   Llama   Pytorch   Region:us
Model Card on HF 🤗: https://huggingface.co/Ggogi/tinyllama-financial-manager-v1 

Tinyllama Financial Manager V1 Benchmarks

LLME Score: 0.18533
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Tinyllama Financial Manager V1 (Ggogi/tinyllama-financial-manager-v1)

Tinyllama Financial Manager V1 Parameters and Internals

Model Type 
time-series prediction, financial analysis
Use Cases 
Areas:
financial trading, investment analysis
Applications:
trading bot development, market trend analysis
Primary Use Cases:
predicting Bitcoin price movements, generating trading signals
Limitations:
not suitable for real-time trading, does not account for market manipulations
Considerations:
Recommended to use alongside expert financial strategies for best results.
Additional Notes 
Model is designed for educational and experimental purposes only.
Training Details 
Data Sources:
historical Bitcoin price data, financial news articles, market sentiment analysis
Data Volume:
100 GB
Methodology:
transfer learning on top of Tinyllama
Context Length:
256
Training Time:
2 weeks
Hardware Used:
8 x NVIDIA Tesla V100 GPUs
Model Architecture:
Transformer-based with special modules for time series analysis
Responsible Ai Considerations 
Fairness:
Model does not prioritize any region or market segment.
Transparency:
Model predictions are explainable via saliency maps.
Accountability:
Crypto AI Labs is accountable for model errors leading to financial losses.
Mitigation Strategies:
Periodic updates to incorporate new data and market shifts.
Input Output 
Input Format:
JSON formatted financial time series data
Accepted Modalities:
text, numerical
Output Format:
Predicted price movement (up, down, stable)
Performance Tips:
Ensure data is pre-processed for accurate prediction results.
Release Notes 
Version:
1.0
Date:
2023-10-15
Notes:
Initial release with basic trading prediction features.
LLM NameTinyllama Financial Manager V1
Repository 🤗https://huggingface.co/Ggogi/tinyllama-financial-manager-v1 
Model Size1.1b
Required VRAM2.2 GB
Updated2024-07-23
MaintainerGgogi
Model Typellama
Model Files  2.2 GB
Model ArchitectureLlamaForCausalLM
Context Length2048
Model Max Length2048
Transformers Version4.31.0
Tokenizer ClassLlamaTokenizer
Padding Token</s>
Vocabulary Size32000
Torch Data Typefloat16

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Note: green Score (e.g. "73.2") means that the model is better than Ggogi/tinyllama-financial-manager-v1.

Rank the Tinyllama Financial Manager V1 Capabilities

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