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Recent posts tagged finetuning

Level UI • 1 day • in Articles • 9 min read
An MCP server is not a new API. It is a thin layer over the one you already have
Somewhere in the last year, "do we need an MCP server?" joined the list of questions that arrive in a brief before anyone has said what the thing is for. It is usually framed as MCP vs API, as though the Model Context Protocol were a newer kind of AP...
post-cover-33074
  • ai
  • api
  • webdev
  • security
9 Reactions 7 Comments
Derrick Ryan • Jan 15 • in Articles • 3 min read
OCI Generative AI: Dedicated Cluster Sizing, Pricing, and Fine-Tuning Deep Dive
Understanding how to properly size, price, and configure dedicated AI clusters is crucial for cost-effective deployment of custom LLMs on Oracle Cloud Infrastructure. This comprehensive guide walks you through cluster types, pricing calculations, fin...
post-cover-9738
  • oci-genai
  • finetuning
  • mlops
2 Reactions 2 Comments
Derrick Ryan • Jan 13 • in Articles • 2 min read
Fine-Tuning and Inference in LLMs: From Custom Models to Production Deployment
As organizations move beyond using pre-trained models, two critical concepts become essential: fine-tuning and inference. Fine-tuning allows you to customize models for specific domains, while inference enables you to deploy these models to serve pre...
  • finetuning
  • llminference
  • lora
  • machine-learning
3 Reactions 1 Comments
Derrick Ryan • Jan 6 • in Articles • 5 min read
Customizing LLMs with Your Data: A Progressive Strategy from Prompting to Fine-Tuning
Large Language Models are powerful, but they're trained on general knowledge and may not understand your specific domain, organizational context, or proprietary information. While training an LLM from scratch might seem like the answer, the costs and...
post-cover-9322
  • rag
  • ai
  • finetuning
4 Reactions 2 Comments
Shambhavi Singh • Dec 11, 2025 • in Articles • 1 min read
I Took a 255MB BERT Model and SHRANK it by 74.8% (It Now Runs OFFLINE on ANY Phone!)
Stop sending your misinformation detection to the cloud! High latency, data costs, and slow networks are killing your mission to build a more secure internet in emerging markets. You've been told massive Transformer models like BERT are simply too l...
  • web-development
  • ai
  • onnx
  • finetuning
3 Reactions 2 Comments
Manuela Schrittwieser • Nov 30, 2025 • in Articles • 4 min read
This AI speaks Emojis and it runs in your Web Browser.
There is a widespread assumption that powerful artificial intelligence, especially large language models LLMs, requires enormous computing power. We often envision data centers full of GPUs in the cloud, processing requests from all over the world. T...
post-cover-8006
  • ai
  • finetuning
  • onnx
  • gemma
7 Reactions 2 Comments
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