In-depth tutorials and resources for ML/AI system design, optimization, and implementation.

Joined August 2023
35 Photos and videos
AWS Competition alert! WorldMind Evidence is designed for regulated industries such as pharmaceutical research, clinical trials, and regulatory submissions, where every claim must be verifiable and traceable to authoritative documentation. Check more: builder.aws.com/content/3AhF…
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Vector search doesn't always require new infrastructure. pgvector enables semantic capabilities in existing Postgres deployments—simpler ops, lower costs, fewer failure points. Specialized solutions matter at scale. Most projects aren't there yet.
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23 Jan 2025
🤖 Pre-training: The expensive foundation phase where LLMs learn language 🎯 Fine-tuning: Specialized training for specific domains 🎓 Instruct-tuning: Teaching models to follow instructions better Understanding these training phases is key to working with LLMs models.
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21 Jan 2025
New deep dive into DeepSeek R1 just published. The model achieves o1 level reasoning through reinforcement learning. Even more interesting: their 1.5B distilled version maintains most capabilities. Time to rethink our assumptions?
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21 Jan 2025
Kokoro-82M is a new text-to-speech (TTS) model, delivering exceptional performance with only 82 million parameters. 🚀 🗣 The model achieves state-of-the-art performance with 82M parameters, outperforming 14x bigger models.
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21 Jan 2025
💥 New query expansion models for RAG systems 💥 The collection addresses a common challenge in search and retrieval – bridging the gap between user queries and document content.
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19 Jan 2025
Query pgvector — Vector Operations in PostgreSQL using pgvector Pgvector enables vector similarity search operations in PostgreSQL. Here’s a practical guide to working with vector queries:
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19 Jan 2025
We started a new category "Shorts". There you can find some quick answer to common questions about Django, FastAPI and building AI systems.
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We have another app in our collection
Going to sleep after a long day feels like a great start to the year. My new micro-SaaS is currently ranked second on Product Hunt. I hope it stays there until the end. If you have a minute, please support it: producthunt.com/products/mon… Thank you! 🙏
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Converting docs to Markdown and JSON? Every AI practitioner has encountered this situation: You possess thousands of documents in various formats—PDFs, Word files, Excel sheets, and web pages—that must be converted into a uniform format for your LLM training or AI workflow.
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Check out a new tool, which we released: monkt.com/ (Converting documents to Markdown and JSON at scale)
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Open-source tools like Microsoft’s MarkItDown (github.com/microsoft/markitd…), which provide solid foundations for document conversion. While these tools offer great processing capabilities, they present specific implementation challenges.

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