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Deep Papers - How DeepSeek is Pushing the Boundaries of AI Development

How DeepSeek is Pushing the Boundaries of AI Development

02/21/25 • 29 min

Deep Papers

This week, we dive into DeepSeek. SallyAnn DeLucia, Product Manager at Arize, and Nick Luzio, a Solutions Engineer, break down key insights on a model that have dominating headlines for its significant breakthrough in inference speed over other models. What’s next for AI (and open source)? From training strategies to real-world performance, here’s what you need to know.

Read a summary: https://arize.com/blog/how-deepseek-is-pushing-the-boundaries-of-ai-development/

Learn more about AI observability and evaluation, join the Arize AI Slack community or get the latest on LinkedIn and X.

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This week, we dive into DeepSeek. SallyAnn DeLucia, Product Manager at Arize, and Nick Luzio, a Solutions Engineer, break down key insights on a model that have dominating headlines for its significant breakthrough in inference speed over other models. What’s next for AI (and open source)? From training strategies to real-world performance, here’s what you need to know.

Read a summary: https://arize.com/blog/how-deepseek-is-pushing-the-boundaries-of-ai-development/

Learn more about AI observability and evaluation, join the Arize AI Slack community or get the latest on LinkedIn and X.

Previous Episode

undefined - Multiagent Finetuning: A Conversation with Researcher Yilun Du

Multiagent Finetuning: A Conversation with Researcher Yilun Du

We talk to Google DeepMind Senior Research Scientist (and incoming Assistant Professor at Harvard), Yilun Du, about his latest paper "Multiagent Finetuning: Self Improvement with Diverse Reasoning Chains." This paper introduces a multiagent finetuning framework that enhances the performance and diversity of language models by employing a society of agents with distinct roles, improving feedback mechanisms and overall output quality.

The method enables autonomous self-improvement through iterative finetuning, achieving significant performance gains across various reasoning tasks. It's versatile, applicable to both open-source and proprietary LLMs, and can integrate with human-feedback-based methods like RLHF or DPO, paving the way for future advancements in language model development.

Read an overview on the blog

Watch the full discussion

Learn more about AI observability and evaluation, join the Arize AI Slack community or get the latest on LinkedIn and X.

Next Episode

undefined - AI Roundup: DeepSeek’s Big Moves, Claude 3.7, and the Latest Breakthroughs

AI Roundup: DeepSeek’s Big Moves, Claude 3.7, and the Latest Breakthroughs

This week, we're mixing things up a little bit. Instead of diving deep into a single research paper, we cover the biggest AI developments from the past few weeks.

We break down key announcements, including:

  • DeepSeek’s Big Launch Week: A look at FlashMLA (DeepSeek’s new approach to efficient inference) and DeepEP (their enhanced pretraining method).
  • Claude 3.7 & Claude Code: What’s new with Anthropic’s latest model, and what Claude Code brings to the AI coding assistant space.

Stay ahead of the curve with this fast-paced recap of the most important AI updates. We'll be back next time with our regularly scheduled programming.

Learn more about AI observability and evaluation, join the Arize AI Slack community or get the latest on LinkedIn and X.

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