Standout Systems by Teodora
Dr Teodora SzaszTwo tracks: Standout AI Career and The Responsible AI Clinic - delivering practical playbooks to get hired/promoted faster and to build clinical‑grade, responsible healthcare AI systems.
| Platform |  | Pricing | Freemium | Publishes | Daily |
|---|---|---|---|---|---|
| Issues | 166 | Subscribers | Read | teodoracoach.substack.com |
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Latest Issues
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Day 4: Launch the Fine-Tune
Three days of setup. Today we finally train.
Day 3: The Math That Turns a $50K Training Run into a $30 One
Yesterday you packed 15,000 instruction examples into 1,528 tightly chunked training blocks. Tomorrow you will launch the actual fine-tuning job on AWS.
Day 2: Dataset Engineering - The Unsexy Step That Actually Makes Models Good
Yesterday you set up AWS. Today you do the single task that determines whether your fine-tuned model is good or garbage.
Day 1: Set Up AWS Without Burning Your Credit Card
Before any fine-tuning happens, you need an AWS account that:
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Authors
The writers behind this newsletter.
PhD · Staff ML Scientist · 10+ patents · FDA-cleared algorithms · Women in AI Award winner. I coach AI/ML professionals at teodora.coach because I know what it takes to stand out—I'm still doing it. Actionable career systems, daily.
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