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75 contributions to Data Alchemy
Exciting News: Starting My MBA in Data Science!
Hi everyone! I’m really excited to share some good news. I’ve been selected to join an MBA program in Data Science starting this October! I can’t wait to begin this journey and wanted to celebrate this win with you all.
1 like • Sep 29
Exciting , just go go go 🚀 Congrats
Linux/Ubuntu
How to install Linux/Ubuntu without USB bootable stick? Hi: I tried it with the stick but it requires fidgeting with the PC BIOS to alter the booting order to USB. there are lots of confusing guides about it but I just would like to hear someone who has already done it. I will appreciate you feed back. Thank you. Al Puma
1 like • Sep 19
Try to use Ventoy, with this tool you can boot diferente distros or even diferente os's from onde single USB stick such as a Linux distro, tails, windows, etc. You have only once to format the pen drive or stick and then put the ISO images on the stick, easy as. Só you can have a stick with p.ex. 64gb and have some diferent Linux distros, tails , repair tools on It at the same time . At boot time you choose which to use.
OpenAI 4o Image Generation Finally Released
https://openai.com/index/introducing-4o-image-generation/ "At OpenAI, we have long believed image generation should be a primary capability of our language models. That’s why we’ve built our most advanced image generator yet into GPT‑4o. The result—image generation that is not only beautiful, but useful." Spelling correctly, desired point of view, accurate editing.
1 like • Mar 27
how is the music ? ... it's wonderfull ...
OpenAI adds support for Model Context Protocol (MCP)
The OpenAI Agents SDK has now support for MCP. This enables you to use a wide range of MCP servers to provide tools to your Agents. https://openai.github.io/openai-agents-python/mcp/
1 like • Mar 27
very interesting
Chain of Draft vs Chain of Thought: Cheaper & Better?
It's definitely cheaper. Better is a value proposition based on cost vs accuracy and the specific domain. CoD is less expensive, but make models come close to full CoT reasoning accuracy, and occasionally even perform even more accurately. https://arxiv.org/abs/2502.18600 """ Large Language Models (LLMs) have demonstrated remarkable performance in solving complex reasoning tasks through mechanisms like Chain-of-Thought (CoT) prompting, which emphasizes verbose, step-by-step reasoning. However, humans typically employ a more efficient strategy: drafting concise intermediate thoughts that capture only essential information. In this work, we propose Chain of Draft (CoD), a novel paradigm inspired by human cognitive processes, where LLMs generate minimalistic yet informative intermediate reasoning outputs while solving tasks. By reducing verbosity and focusing on critical insights, CoD matches or surpasses CoT in accuracy while using as little as only 7.6% of the tokens, significantly reducing cost and latency across various reasoning tasks. """
1 like • Mar 4
Very interesting, Thanks for sharing.
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Michael Dambock
5
158points to level up
@michael-dambock-8203
57 young german boy, living in Brazil, former programer, system analyst, project manager, now studying at home to switch to data Alchemy.

Active 10d ago
Joined Apr 28, 2024
Brazil
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