Starbuck
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highview.bsky.social
Starbuck
@highview.bsky.social
Engineering
Wrapped Module 8 #mlzoomcamp 🚀

🔹 Building CNNs from scratch w/ PyTorch
🔹 BCEWithLogitsLoss for binary classification
🔹 Data augmentation (rotation, crop, flip)
🔹 Model architecture: 20M+ parameters!
✨ Takeaway: Data augmentation boosted validation accuracy from 71% → 75%. Small changes, big impact!
November 23, 2025 at 9:16 PM
🤖 Built a Django TODO app with AI in Week 1 of AI Dev Tools Zoomcamp!

Zero Django knowledge → working app ✨

Repo: github.com/HighviewOne/...

AI-assisted coding is incredible 🚀

#AIDevTools #Django #LearningInPublic

Course by DataTalks.Club
github.com/DataTalksClub/ai-dev-tools-zoomcamp
GitHub - HighviewOne/ai-dev-tools-zoomcamp: Homework and projects for AI Dev Tools Zoomcamp
Homework and projects for AI Dev Tools Zoomcamp. Contribute to HighviewOne/ai-dev-tools-zoomcamp development by creating an account on GitHub.
github.com
November 23, 2025 at 7:34 PM
🍷 My first end-to-end ML project!

wine quality prediction system:
- random forest achieving 88% accuracy
- flask REST API
- dockerized deployment
- trained on 1,599 wine samples

alcohol content matters most for quality 📈

github.com/HighviewOne/...

@mlzoomcamp

#MachineLearning #Python #Docker
GitHub - HighviewOne/MLZoomcampProject1: End-to-end ML solution for wine quality prediction: data analysis, model training (Random Forest achieving 88% accuracy), REST API deployment with Docker.
End-to-end ML solution for wine quality prediction: data analysis, model training (Random Forest achieving 88% accuracy), REST API deployment with Docker. - HighviewOne/MLZoomcampProject1
github.com
November 13, 2025 at 5:19 AM
Reposted by Starbuck
🚨 Everyone needs to call their Dem Senator right now. They are starting to cave.

Tell them:
1. Vote NO on Cloture
AND
2. Vote NO on the Republican spending bill.

Don’t let them pivot to reconciliation. GOP doesn’t need Dem votes on that and they know it.

TODAY is the showdown.
🤳🏽: (202) 224-3121
March 12, 2025 at 2:19 PM