Domestic AI assistant DeepSeek in-depth evaluation function experience and usage tutorial full analysis

Domestic AI assistant DeepSeek in-depth evaluation function experience and usage tutorial full analysis

As a rising star in the current field of artificial intelligence, DeepSeek is changing people's perception of open source large language models at an astonishing speed. This AI model developed by a Chinese team not only breaks the technical monopoly of closed-source models, but also occupies a place in the global AI competition with its excellent performance and affordable price.

DeepSeek’s Technological Breakthrough

The DeepSeek team used innovative training methods and optimized model architecture to achieve breakthroughs in multiple key technologies:

  • Hybrid of Experts (MoE) architecture : DeepSeek uses a sparsely activated expert model, which significantly reduces the computational cost while maintaining the same performance compared to traditional dense models.
  • Efficient training algorithm : Through improved optimizer and loss function, the model training efficiency is improved by more than 40%.
  • Data quality optimization : We developed innovative data cleaning and labeling technologies to significantly improve the quality of training data.

Performance

DeepSeek's performance is impressive in multiple authoritative benchmark tests:

Test items GPT-4 DeepSeek
MMLU (Multidisciplinary Understanding) 86.4% 85.7%
GSM8K (mathematical reasoning) 92.0% 90.3%
HumanEval (Programming) 88.5% 86.2%

Application Scenario

The powerful capabilities of DeepSeek make it suitable for a wide range of application scenarios:

  1. Intelligent customer service : Provide 7×24 hours multilingual customer service
  2. Content creation : assisted writing, translation, summary generation, etc.
  3. Educational tutoring : Personalized learning assistant to answer questions on various subjects
  4. Programming development : code generation, debugging, and optimization
  5. Data analysis : Rapidly process and analyze structured/unstructured data

API Services

DeepSeek provides highly competitive API services:

  • The price is only 1/3 of similar products
  • New users will receive 10 yuan experience bonus when they register
  • Support multiple programming language calls
  • Provides detailed developer documentation and sample code

Future Outlook

The DeepSeek team said they are developing the next generation of models and plan to make breakthroughs in the following areas:

  • Multimodal capability integration
  • Long-term memory function
  • More powerful reasoning capabilities
  • Lower inference cost

With the continuous advancement of technology, DeepSeek is expected to become a benchmark in the field of open source large models and promote the more inclusive development of artificial intelligence technology.

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