🚀 Week 3: Deployed Agent Relay to Kubernetes!
🐳 Docker + PostgreSQL
☸️ kind + kubectl
⚙️ CI/CD with act
🚀 Automated v2 deployment
"Works on my machine" is no longer the goal.
#AI #DevOps #Datatalks
My repo: github.com/kodlix/agent...
Join me: github.com/DataTalksClu...
🐳 Docker + PostgreSQL
☸️ kind + kubectl
⚙️ CI/CD with act
🚀 Automated v2 deployment
"Works on my machine" is no longer the goal.
#AI #DevOps #Datatalks
My repo: github.com/kodlix/agent...
Join me: github.com/DataTalksClu...
GitHub - kodlix/agent-relay: Agent Relay SQLite starter for AI Dev Tools Zoomcamp HW3
Agent Relay SQLite starter for AI Dev Tools Zoomcamp HW3 - kodlix/agent-relay
github.com
September 30, 2026 at 3:14 AM
🚀 Week 3: Deployed Agent Relay to Kubernetes!
🐳 Docker + PostgreSQL
☸️ kind + kubectl
⚙️ CI/CD with act
🚀 Automated v2 deployment
"Works on my machine" is no longer the goal.
#AI #DevOps #Datatalks
My repo: github.com/kodlix/agent...
Join me: github.com/DataTalksClu...
🐳 Docker + PostgreSQL
☸️ kind + kubectl
⚙️ CI/CD with act
🚀 Automated v2 deployment
"Works on my machine" is no longer the goal.
#AI #DevOps #Datatalks
My repo: github.com/kodlix/agent...
Join me: github.com/DataTalksClu...
Thank you Chad for having Nathan back on to the He's Not Wrong Podcast!
Listen for the latest updates from Florida & Pennsylvania (Nov 23, 2025): youtu.be/FXy5iLq4OaE
#Florida #Pennsylvania #Podcast #HesNotWrong #Lawsuit #Updates #News #DataTalks
Listen for the latest updates from Florida & Pennsylvania (Nov 23, 2025): youtu.be/FXy5iLq4OaE
#Florida #Pennsylvania #Podcast #HesNotWrong #Lawsuit #Updates #News #DataTalks
UPDATE: New Data Raises Red Flags in the 2024 Election with Nathan Taylor (Election Truth Alliance)
In this episode, we dive into the Election Truth Alliance’s lawsuit in Pennsylvania and the broader questions it raises about election integrity, voting machine discrepancies, and voter registration…
youtu.be
November 24, 2025 at 5:19 PM
Thank you Chad for having Nathan back on to the He's Not Wrong Podcast!
Listen for the latest updates from Florida & Pennsylvania (Nov 23, 2025): youtu.be/FXy5iLq4OaE
#Florida #Pennsylvania #Podcast #HesNotWrong #Lawsuit #Updates #News #DataTalks
Listen for the latest updates from Florida & Pennsylvania (Nov 23, 2025): youtu.be/FXy5iLq4OaE
#Florida #Pennsylvania #Podcast #HesNotWrong #Lawsuit #Updates #News #DataTalks
January 12, 2025 at 4:19 PM
Module 1 of Data Engineering Zoomcamp done! 🎉
- Docker containers
- Postgres & SQL
- Terraform & GCP
- NYC taxi data pipeline
Free course by DataTalks Club: github.com/DataTalksClu...
That was a LOT for the first section, but I finished it in the nick of time 😅
- Docker containers
- Postgres & SQL
- Terraform & GCP
- NYC taxi data pipeline
Free course by DataTalks Club: github.com/DataTalksClu...
That was a LOT for the first section, but I finished it in the nick of time 😅
GitHub - DataTalksClub/data-engineering-zoomcamp: Data Engineering Zoomcamp is a free 9-week course on building production-ready data pipelines. The next cohort starts in January 2026. Join the course...
Data Engineering Zoomcamp is a free 9-week course on building production-ready data pipelines. The next cohort starts in January 2026. Join the course here 👇🏼 - DataTalksClub/data-engineering-zoomcamp
github.com
January 26, 2026 at 3:36 AM
Module 1 of Data Engineering Zoomcamp done! 🎉
- Docker containers
- Postgres & SQL
- Terraform & GCP
- NYC taxi data pipeline
Free course by DataTalks Club: github.com/DataTalksClu...
That was a LOT for the first section, but I finished it in the nick of time 😅
- Docker containers
- Postgres & SQL
- Terraform & GCP
- NYC taxi data pipeline
Free course by DataTalks Club: github.com/DataTalksClu...
That was a LOT for the first section, but I finished it in the nick of time 😅
Un cours gratuit sur le Data Engineering, incluant, entre autres, la conteneurisation, l'Infrastructure as Code et le workflow d'orchestration👇
github.com/DataTalks...
github.com/DataTalks...
GitHub - DataTalksClub/data-engineering-zoomcamp: Free Data Engineering course!
Free Data Engineering course! . Contribute to DataTalksClub/data-engineering-zoomcamp development by creating an account on GitHub.
github.com
January 29, 2024 at 4:50 PM
Un cours gratuit sur le Data Engineering, incluant, entre autres, la conteneurisation, l'Infrastructure as Code et le workflow d'orchestration👇
github.com/DataTalks...
github.com/DataTalks...
📊 Module 3 of Data Engineering Zoomcamp done!
- BigQuery & GCS
- External vs materialized tables
- Partitioning & clustering
- Query optimization
Free course by DataTalks Club if interested: github.com/DataTalksClu...
I actually completed it 4 days before the homework was due!! 🎉
- BigQuery & GCS
- External vs materialized tables
- Partitioning & clustering
- Query optimization
Free course by DataTalks Club if interested: github.com/DataTalksClu...
I actually completed it 4 days before the homework was due!! 🎉
GitHub - DataTalksClub/data-engineering-zoomcamp: Data Engineering Zoomcamp is a free 9-week course on building production-ready data pipelines. The next cohort starts in January 2026. Join the course...
Data Engineering Zoomcamp is a free 9-week course on building production-ready data pipelines. The next cohort starts in January 2026. Join the course here 👇🏼 - DataTalksClub/data-engineering-zoomcamp
github.com
February 5, 2026 at 11:19 PM
📊 Module 3 of Data Engineering Zoomcamp done!
- BigQuery & GCS
- External vs materialized tables
- Partitioning & clustering
- Query optimization
Free course by DataTalks Club if interested: github.com/DataTalksClu...
I actually completed it 4 days before the homework was due!! 🎉
- BigQuery & GCS
- External vs materialized tables
- Partitioning & clustering
- Query optimization
Free course by DataTalks Club if interested: github.com/DataTalksClu...
I actually completed it 4 days before the homework was due!! 🎉
Our February Graph of the Month for HonAlg allows Ss @FJHChargers to use their knowledge of probability, percent of change, and proportions to analyze data surrounding the Super Bowl. #datatalks
February 5, 2025 at 4:50 PM
Our February Graph of the Month for HonAlg allows Ss @FJHChargers to use their knowledge of probability, percent of change, and proportions to analyze data surrounding the Super Bowl. #datatalks
i've completed associate data engineer with sql on datacamp, now i'll start data engineer zoomcamp from datatalks. excited 🌿
open to advices 🙃
#dataengineering
#learninpublic
open to advices 🙃
#dataengineering
#learninpublic
December 31, 2025 at 3:24 PM
i've completed associate data engineer with sql on datacamp, now i'll start data engineer zoomcamp from datatalks. excited 🌿
open to advices 🙃
#dataengineering
#learninpublic
open to advices 🙃
#dataengineering
#learninpublic
Up next: sharing more projects and updates!
#LearningInPublic #Upskill #DataEngineering #Python #SQL
Check the cohort here
slack: datatalks-club.slack.com/archives/C01...
youtube: youtube.com/@datatalkscl...
github: github.com/DataTalksClu...
#LearningInPublic #Upskill #DataEngineering #Python #SQL
Check the cohort here
slack: datatalks-club.slack.com/archives/C01...
youtube: youtube.com/@datatalkscl...
github: github.com/DataTalksClu...
Slack
datatalks-club.slack.com
February 6, 2026 at 4:22 PM
Up next: sharing more projects and updates!
#LearningInPublic #Upskill #DataEngineering #Python #SQL
Check the cohort here
slack: datatalks-club.slack.com/archives/C01...
youtube: youtube.com/@datatalkscl...
github: github.com/DataTalksClu...
#LearningInPublic #Upskill #DataEngineering #Python #SQL
Check the cohort here
slack: datatalks-club.slack.com/archives/C01...
youtube: youtube.com/@datatalkscl...
github: github.com/DataTalksClu...
¡Segundo módulo del MLOps Zoomcamp de DataTalks Club! 🚀
Esta semana:
✅ Usamos #MLflow para rastrear experimentos
✅ Aprendimos a gestionar versiones de modelos
✅ Súper útil para proyectos reales
Gracias a la comunidad por el apoyo 🙌
#MLOps #CienciaDeDatos #MachineLearning #MLOpsZoomcamp
Esta semana:
✅ Usamos #MLflow para rastrear experimentos
✅ Aprendimos a gestionar versiones de modelos
✅ Súper útil para proyectos reales
Gracias a la comunidad por el apoyo 🙌
#MLOps #CienciaDeDatos #MachineLearning #MLOpsZoomcamp
May 26, 2025 at 7:48 AM
¡Segundo módulo del MLOps Zoomcamp de DataTalks Club! 🚀
Esta semana:
✅ Usamos #MLflow para rastrear experimentos
✅ Aprendimos a gestionar versiones de modelos
✅ Súper útil para proyectos reales
Gracias a la comunidad por el apoyo 🙌
#MLOps #CienciaDeDatos #MachineLearning #MLOpsZoomcamp
Esta semana:
✅ Usamos #MLflow para rastrear experimentos
✅ Aprendimos a gestionar versiones de modelos
✅ Súper útil para proyectos reales
Gracias a la comunidad por el apoyo 🙌
#MLOps #CienciaDeDatos #MachineLearning #MLOpsZoomcamp
Ask HN: How are you monitoring AI agents in production? With the recent incidents (DataTalks database wipe by Claude Code, Replit agent deleting data during code freeze), it's clear that runnin...
Origin | Interest | Match
Origin | Interest | Match
Ask HN: How are you monitoring AI agents in production? | Hacker News
news.ycombinator.com
March 8, 2026 at 9:08 PM
HonAlg GOW had Ss engaged. The class data matched national data on artificial🎄vs real; not in agreement on when the 🎄 should go up. Ss analyzed yearly sales to find % of fake sold. If 80% of Americans have an artificial tree why is it only 20% of yearly sales? #datatalks
December 6, 2024 at 2:36 AM
HonAlg GOW had Ss engaged. The class data matched national data on artificial🎄vs real; not in agreement on when the 🎄 should go up. Ss analyzed yearly sales to find % of fake sold. If 80% of Americans have an artificial tree why is it only 20% of yearly sales? #datatalks
DAY 1: Week 1 of DataTalks ZoomCamp 2026 is complete!
today: completed module 1 with submitting the homework.
- Containerize app.
- Set up postgres database
- Build simple data pipeline for the famous NYC Taxi Data
- Provision with Terraform
My solution: github.com/middaycoffee...
#LearnInPublic
today: completed module 1 with submitting the homework.
- Containerize app.
- Set up postgres database
- Build simple data pipeline for the famous NYC Taxi Data
- Provision with Terraform
My solution: github.com/middaycoffee...
#LearnInPublic
docker-studies/module-1-homework at main · middaycoffee/docker-studies
Docker Workshop as part of the Data Engineering Zoomcamp 2026 - middaycoffee/docker-studies
github.com
January 27, 2026 at 2:28 PM
DAY 1: Week 1 of DataTalks ZoomCamp 2026 is complete!
today: completed module 1 with submitting the homework.
- Containerize app.
- Set up postgres database
- Build simple data pipeline for the famous NYC Taxi Data
- Provision with Terraform
My solution: github.com/middaycoffee...
#LearnInPublic
today: completed module 1 with submitting the homework.
- Containerize app.
- Set up postgres database
- Build simple data pipeline for the famous NYC Taxi Data
- Provision with Terraform
My solution: github.com/middaycoffee...
#LearnInPublic
🚀 Just wrapped up my week9 learning journey with #MLZoomcamp!
From serverless ML with AWS Lambda to TensorFlow Lite and Docker, I've gained skills to deploy models without servers 🖥️🔧😀
github.com/RuiFSP/ml-zo...
From serverless ML with AWS Lambda to TensorFlow Lite and Docker, I've gained skills to deploy models without servers 🖥️🔧😀
github.com/RuiFSP/ml-zo...
ml-zoomcamp/09-serverless at main · RuiFSP/ml-zoomcamp
My datatalks repo for homeworks. Contribute to RuiFSP/ml-zoomcamp development by creating an account on GitHub.
github.com
December 8, 2024 at 7:13 PM
🚀 Just wrapped up my week9 learning journey with #MLZoomcamp!
From serverless ML with AWS Lambda to TensorFlow Lite and Docker, I've gained skills to deploy models without servers 🖥️🔧😀
github.com/RuiFSP/ml-zo...
From serverless ML with AWS Lambda to TensorFlow Lite and Docker, I've gained skills to deploy models without servers 🖥️🔧😀
github.com/RuiFSP/ml-zo...
🚀 Kubernetes in MLZoomCamp Week 10! From managing containerized apps to auto-scaling with HPA, K8s is a game changer for cloud-native development. 🖥️💡 Using kubectl for resource management and kind for local testing has made deployment so much easier:
tinyurl.com/hw-week10
tinyurl.com/hw-week10
ml-zoomcamp/10-kubernetes/homework10 at main · RuiFSP/ml-zoomcamp
My datatalks repo for homeworks. Contribute to RuiFSP/ml-zoomcamp development by creating an account on GitHub.
tinyurl.com
December 18, 2024 at 11:08 PM
🚀 Kubernetes in MLZoomCamp Week 10! From managing containerized apps to auto-scaling with HPA, K8s is a game changer for cloud-native development. 🖥️💡 Using kubectl for resource management and kind for local testing has made deployment so much easier:
tinyurl.com/hw-week10
tinyurl.com/hw-week10
Claude Code Wipes Production Database in Terraform Mishap
https://awesomeagents.ai/news/claude-code-terraform-destroy-datatalks-production-database/
#ClaudeCode #Anthropic #Terraform
https://awesomeagents.ai/news/claude-code-terraform-destroy-datatalks-production-database/
#ClaudeCode #Anthropic #Terraform
Claude Code Wipes Production Database in Terraform Mishap
An AI coding agent executed terraform destroy on a live course platform serving 100,000 students, obliterating the VPC, RDS database, and ECS cluster. AWS restored 1.94 million rows from a hidden snapshot after 24 hours.
awesomeagents.ai
March 7, 2026 at 4:30 PM
Claude Code Wipes Production Database in Terraform Mishap
https://awesomeagents.ai/news/claude-code-terraform-destroy-datatalks-production-database/
#ClaudeCode #Anthropic #Terraform
https://awesomeagents.ai/news/claude-code-terraform-destroy-datatalks-production-database/
#ClaudeCode #Anthropic #Terraform
DAY 4: Module 2 of DataTalks Data Engineering ZoomCamp is complete.
Done:
- @kestra_io workflow orchestration
- ETL pipelines for taxi data
- Backfill & scheduling
- Variables & dynamic flows
My Solution: github.com/middaycoffee...
#dezoomcamp
#kestra
#sql
Done:
- @kestra_io workflow orchestration
- ETL pipelines for taxi data
- Backfill & scheduling
- Variables & dynamic flows
My Solution: github.com/middaycoffee...
#dezoomcamp
#kestra
#sql
GitHub - middaycoffee/kestra-pipeline
Contribute to middaycoffee/kestra-pipeline development by creating an account on GitHub.
github.com
February 4, 2026 at 12:08 PM
DAY 4: Module 2 of DataTalks Data Engineering ZoomCamp is complete.
Done:
- @kestra_io workflow orchestration
- ETL pipelines for taxi data
- Backfill & scheduling
- Variables & dynamic flows
My Solution: github.com/middaycoffee...
#dezoomcamp
#kestra
#sql
Done:
- @kestra_io workflow orchestration
- ETL pipelines for taxi data
- Backfill & scheduling
- Variables & dynamic flows
My Solution: github.com/middaycoffee...
#dezoomcamp
#kestra
#sql
DAY 2: Started Week 2 of DataTalks ZoomCamp 2026!
today: started module 2.
time: 4.5h
- Workflow orchestration
- Kestra
- Writing flow code and executing
- Debugging with the help of AI
#LearnInPublic
#DEZoomCamp
#Kestra
#Docker
#Python
today: started module 2.
time: 4.5h
- Workflow orchestration
- Kestra
- Writing flow code and executing
- Debugging with the help of AI
#LearnInPublic
#DEZoomCamp
#Kestra
#Docker
#Python
January 31, 2026 at 6:28 PM
DAY 2: Started Week 2 of DataTalks ZoomCamp 2026!
today: started module 2.
time: 4.5h
- Workflow orchestration
- Kestra
- Writing flow code and executing
- Debugging with the help of AI
#LearnInPublic
#DEZoomCamp
#Kestra
#Docker
#Python
today: started module 2.
time: 4.5h
- Workflow orchestration
- Kestra
- Writing flow code and executing
- Debugging with the help of AI
#LearnInPublic
#DEZoomCamp
#Kestra
#Docker
#Python
AI can wipe it all 🤣🤣🤣
youtu.be/FEehzX5mvzI?...
youtu.be/FEehzX5mvzI?...
Claude Deleted My Company in 9 Seconds (PocketOS and DataTalks)
YouTube video by AI Godfather
youtu.be
May 4, 2026 at 4:18 AM
AI can wipe it all 🤣🤣🤣
youtu.be/FEehzX5mvzI?...
youtu.be/FEehzX5mvzI?...
Esta semana completé el primer módulo del MLOps Zoomcamp de DataTalks Club 🚀
Estuvimos trabajando con:
📂 archivos Parquet
🛠️ limpieza de datos
🤖 entrenamiento de modelos
📊 evaluación de resultados
¡Apenas comienza el camino!
#MLOps #CienciaDeDatos #MachineLearning #MLOpsZoomcamp
Estuvimos trabajando con:
📂 archivos Parquet
🛠️ limpieza de datos
🤖 entrenamiento de modelos
📊 evaluación de resultados
¡Apenas comienza el camino!
#MLOps #CienciaDeDatos #MachineLearning #MLOpsZoomcamp
May 19, 2025 at 3:20 AM
Esta semana completé el primer módulo del MLOps Zoomcamp de DataTalks Club 🚀
Estuvimos trabajando con:
📂 archivos Parquet
🛠️ limpieza de datos
🤖 entrenamiento de modelos
📊 evaluación de resultados
¡Apenas comienza el camino!
#MLOps #CienciaDeDatos #MachineLearning #MLOpsZoomcamp
Estuvimos trabajando con:
📂 archivos Parquet
🛠️ limpieza de datos
🤖 entrenamiento de modelos
📊 evaluación de resultados
¡Apenas comienza el camino!
#MLOps #CienciaDeDatos #MachineLearning #MLOpsZoomcamp