DeepSeek V3 Example Reports¶
DeepSeek V3 is a state-of-the-art Mixture-of-Experts model with 671B total parameters (37B activated).
Model Details
- Parameters: 671B total, 37B activated per token
- Context: 128K tokens
- Architecture: Multi-head Latent Attention (MLA) + MoE
- Best For: Complex reasoning, technical analysis, business strategy
Available Reports¶
-
Generative AI Skills Curriculum
Style: Strategic business education
Length: Comprehensive 16-week programBridging the AI skills gap with a structured curriculum for business analytics professionals.
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Neurometrics to Optimal Pricing
Style: Technical economic analysis
Length: In-depth research paperQuantifying the shift from price-elastic to behavior-elastic demand using neuroscience insights.
Model Performance¶
Best Use Cases¶
- Complex business strategy analysis
- Technical research papers
- Educational curriculum development
- Economic modeling and forecasting
- Multi-domain synthesis
Key Innovations¶
The model introduces several groundbreaking features:
- FP8 mixed precision validated at extreme scale
- 14.8 trillion token training corpus
- 2.788M H800 GPU hours total training time
Deployment Options¶
# Via API (DeepSeek Platform)
# Pricing: $0.07-$0.56/M input tokens
# $1.68/M output tokens
# Local deployment requires significant resources
# Recommended: Use via API for most applications
Hardware Requirements¶
Resource Intensive
- API Recommended: Most cost-effective option
- Local Minimum: 8x A100 80GB for FP8 inference
- Local Optimal: Multi-node cluster for full performance