Bart Baesens on LinkedIn: Deepseek, Chinese open source LLM...
Professor of Big Data & Analytics, Bart Baesens, discusses Deepseek, a Chinese open source LLM model trained on ChatGPT outputs. This innovative model has been making waves in the AI community due to its exceptional performance and cost-effectiveness.
Deepseek v3: A Game-Changer in AI
Deepseek v3 is a high-performance open source model developed in China that has been gaining attention for outperforming established models like GPT-4o. Its low training and API costs make it a cost-effective solution for businesses looking to leverage AI technology.
One of the key highlights of Deepseek v3 is its impressive performance across various benchmarks, especially in coding tasks. Many experts have praised its efficiency and effectiveness, positioning it as a top contender among open source models.
The Innovation Behind Deepseek
Deepseek utilized a Mixture of Experts approach during its training, incorporating novel techniques such as a self-generated dataset of math proofs. These innovative strategies were detailed in a comprehensive paper, emphasizing transparency and knowledge sharing within the AI community.
Furthermore, the model's API usage costs are significantly low, offering unparalleled price-performance advantages. Its open licensing policy also allows for commercial use, making it accessible to a wide range of users.
China's Advancements in AI
Deepseek's success reflects China's progress in AI development, showcasing the country's capabilities despite challenges like limited chip availability. The model's release on Christmas day generated excitement within the industry, following major announcements from leading tech companies.
The Ouroboros Effect
Some discussions have raised concerns about Deepseek's potential reliance on ChatGPT outputs during training. With a massive 670 billion parameters, there are fears of model contamination and the 'ouroboros' effect, where AI models degrade in quality due to recursive training on other AI outputs.
The rapid pace of AI advancements continues to drive innovation and competition in the industry, setting the stage for future breakthroughs and developments.
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