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Domain: towardsdatascience.com Added: 2025-08-28 Status: βœ“ Success
towardsdatascience.com
Why Classical Machine Learning Still Matters In an era of GPU supremacy, why do real-world business cases depend so much on classical machine learning and CPU-based training? The answer is that the da...
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The Machine Learning Lessons I’ve Learned This Month
https://towardsdatascience.com/this-months-machine-learning-lessons-learned/
Coding, waiting for results, interpreting them, returning back to coding. Plus, some intermediate presentations of one’s progress. But, things mostly ...
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Scaling PostgresML to 1M Requests per Second (postgresml.org)
https://news.ycombinator.com/item?id=33518443
What is a good algorithm-to-purpose map for ML beginners? Looking for something like "Algo X is good for making predictions when your data looks like ...
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AWS costs every programmer should know
https://david-codes.hatanian.com/2019/06/09/aws-costs-every-programmer-should-now.html
AWS costs every programmer should know The title for this blog post is a direct reference to Latency Numbers Every Programmer Should Know. There are s...
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Are GPUs Worth It for ML? (exafunction.com)
https://news.ycombinator.com/item?id=32641769
For some reason they focus on the inference, which is the computationally cheap part. If you're working on ML (as opposed to deploying someone else's ...
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So you wanna build a local RAG?
https://blog.yakkomajuri.com/blog/local-rag
When we launched Skald, we wanted it to not only be self-hostable, but also for one to be able to run it without sending any data to third-parties. Wi...
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[Revised] You Don’t Need to Spend $100/mo on Claude Code: Your Guide to Local Coding Models
https://www.aiforswes.com/p/you-dont-need-to-spend-100mo-on-claude
[Revised] You Don’t Need to Spend $100/mo on Claude Code: Your Guide to Local Coding Models What you need to know about local model tooling and the st...
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LLM Engineer's Almanac - Workloads
https://modal.com/llm-almanac/workloads
The three types of LLM workloads and how to serve them We hold this truth to be self-evident: not all workloads are created equal. But for large langu...
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https://blog.comma.ai/datacenter/
Owning a $5M data center These days it seems you need a trillion fake dollars, or lunch with politicians to get your own data center. They may help, b...
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Use One Big Server
https://specbranch.com/posts/one-big-server/
Use One Big Server A lot of ink is spent on the "monoliths vs. microservices" debate, but the real issue behind this debate is about whether distribut...
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https://openai.com/index/techniques-for-training-large-neural-networks/
https://openai.com/index/techniques-for-training-large-neural-networks/
Techniques for training large neural networks Large neural networks are at the core of many recent advances in AI, but training them is a difficult en...
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