Module 10 #mlzoomcamp
Learned
🔹 Deploying ML models to Kubernetes with kind
🔹 Pods, Deployments & Services
🔹 Writing YAML configs
🔹 Horizontal Pod Autoscaler (HPA)
✨ Watched ML service auto-scale from 1→3 replicas under load
github.com/HighviewOne/machine-learning-zoomcamp-homework/tree/main/HW10
Learned
🔹 Deploying ML models to Kubernetes with kind
🔹 Pods, Deployments & Services
🔹 Writing YAML configs
🔹 Horizontal Pod Autoscaler (HPA)
✨ Watched ML service auto-scale from 1→3 replicas under load
github.com/HighviewOne/machine-learning-zoomcamp-homework/tree/main/HW10
machine-learning-zoomcamp-homework/HW10 at main · HighviewOne/machine-learning-zoomcamp-homework
Machine Learning Zoomcamp 2025. Contribute to HighviewOne/machine-learning-zoomcamp-homework development by creating an account on GitHub.
github.com
December 14, 2025 at 6:49 PM
Module 10 #mlzoomcamp
Learned
🔹 Deploying ML models to Kubernetes with kind
🔹 Pods, Deployments & Services
🔹 Writing YAML configs
🔹 Horizontal Pod Autoscaler (HPA)
✨ Watched ML service auto-scale from 1→3 replicas under load
github.com/HighviewOne/machine-learning-zoomcamp-homework/tree/main/HW10
Learned
🔹 Deploying ML models to Kubernetes with kind
🔹 Pods, Deployments & Services
🔹 Writing YAML configs
🔹 Horizontal Pod Autoscaler (HPA)
✨ Watched ML service auto-scale from 1→3 replicas under load
github.com/HighviewOne/machine-learning-zoomcamp-homework/tree/main/HW10
Wrap up Module 9 #mlzoomcamp 🚀
Learned
🔹 Serverless deployment w AWS Lambda
🔹 ONNX model conversion & inference
🔹 Docker containers for Lambda
🔹 Building & testing locally before deploying
✨ Takeaway: Preprocessing must match training — wrong normalization = wrong predictions
➡️ Module 10 Kubernetes
Learned
🔹 Serverless deployment w AWS Lambda
🔹 ONNX model conversion & inference
🔹 Docker containers for Lambda
🔹 Building & testing locally before deploying
✨ Takeaway: Preprocessing must match training — wrong normalization = wrong predictions
➡️ Module 10 Kubernetes
December 8, 2025 at 7:18 PM
Wrap up Module 9 #mlzoomcamp 🚀
Learned
🔹 Serverless deployment w AWS Lambda
🔹 ONNX model conversion & inference
🔹 Docker containers for Lambda
🔹 Building & testing locally before deploying
✨ Takeaway: Preprocessing must match training — wrong normalization = wrong predictions
➡️ Module 10 Kubernetes
Learned
🔹 Serverless deployment w AWS Lambda
🔹 ONNX model conversion & inference
🔹 Docker containers for Lambda
🔹 Building & testing locally before deploying
✨ Takeaway: Preprocessing must match training — wrong normalization = wrong predictions
➡️ Module 10 Kubernetes
🚀 Built coding AI @Al_Grigor
✨ React + Express + WebSockets
🎨 Monaco Editor syntax highlighting
⚡ Browser code execution (WASM)
✅ 8 pass tests
🌐 Deployed>Railway
02-coding-interview-production.up.railway.app/
github.com/HighviewOne/02-coding-interview
github.com/DataTalksClub/ai-dev-tools-zoomcamp/
✨ React + Express + WebSockets
🎨 Monaco Editor syntax highlighting
⚡ Browser code execution (WASM)
✅ 8 pass tests
🌐 Deployed>Railway
02-coding-interview-production.up.railway.app/
github.com/HighviewOne/02-coding-interview
github.com/DataTalksClub/ai-dev-tools-zoomcamp/
GitHub - DataTalksClub/ai-dev-tools-zoomcamp: AI Dev Tools Zoomcamp is a free course that helps you use AI tools to write better code, faster. We're starting the first cohort of this course on Novembe...
AI Dev Tools Zoomcamp is a free course that helps you use AI tools to write better code, faster. We're starting the first cohort of this course on November 18, 2025! Sign up here to join us 👇🏼 ...
github.com
December 8, 2025 at 7:40 AM
🚀 Built coding AI @Al_Grigor
✨ React + Express + WebSockets
🎨 Monaco Editor syntax highlighting
⚡ Browser code execution (WASM)
✅ 8 pass tests
🌐 Deployed>Railway
02-coding-interview-production.up.railway.app/
github.com/HighviewOne/02-coding-interview
github.com/DataTalksClub/ai-dev-tools-zoomcamp/
✨ React + Express + WebSockets
🎨 Monaco Editor syntax highlighting
⚡ Browser code execution (WASM)
✅ 8 pass tests
🌐 Deployed>Railway
02-coding-interview-production.up.railway.app/
github.com/HighviewOne/02-coding-interview
github.com/DataTalksClub/ai-dev-tools-zoomcamp/
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!
🔹 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
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!
🔹 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!
🤖 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
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
🤖 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
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
🍷 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
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
🍷 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
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
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
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
🚨 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
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