Rui Pinto
@ruifspinto.bsky.social
I'm a dedicated individual on an exhilarating journey in data science and analytics at 40+
Module 4 complete: Analytics Engineering with dbt ✅
Built data transformations:
• 8 dbt models in 3 layers (staging → intermediate → core)
• Hybrid approach: Local dbt Core CLI + Cloud BigQuery
#DataEngineering #BigQuery #dbt @datatalks.bsky.social
Built data transformations:
• 8 dbt models in 3 layers (staging → intermediate → core)
• Hybrid approach: Local dbt Core CLI + Cloud BigQuery
#DataEngineering #BigQuery #dbt @datatalks.bsky.social
February 13, 2026 at 1:05 PM
Module 4 complete: Analytics Engineering with dbt ✅
Built data transformations:
• 8 dbt models in 3 layers (staging → intermediate → core)
• Hybrid approach: Local dbt Core CLI + Cloud BigQuery
#DataEngineering #BigQuery #dbt @datatalks.bsky.social
Built data transformations:
• 8 dbt models in 3 layers (staging → intermediate → core)
• Hybrid approach: Local dbt Core CLI + Cloud BigQuery
#DataEngineering #BigQuery #dbt @datatalks.bsky.social
Module 3 complete: Data Warehousing & BigQuery ✅
Built optimized data warehouse:
• 20.3M taxi records in BigQuery
• Partitioning by date: 91% cost reduction (310MB → 27MB)
• Clustering by VendorID for faster queries
#DataEngineering #BigQuery
@datatalks.bsky.social
Built optimized data warehouse:
• 20.3M taxi records in BigQuery
• Partitioning by date: 91% cost reduction (310MB → 27MB)
• Clustering by VendorID for faster queries
#DataEngineering #BigQuery
@datatalks.bsky.social
February 8, 2026 at 7:44 PM
Module 3 complete: Data Warehousing & BigQuery ✅
Built optimized data warehouse:
• 20.3M taxi records in BigQuery
• Partitioning by date: 91% cost reduction (310MB → 27MB)
• Clustering by VendorID for faster queries
#DataEngineering #BigQuery
@datatalks.bsky.social
Built optimized data warehouse:
• 20.3M taxi records in BigQuery
• Partitioning by date: 91% cost reduction (310MB → 27MB)
• Clustering by VendorID for faster queries
#DataEngineering #BigQuery
@datatalks.bsky.social
Module 2 of DE Zoomcamp by @datatalks.bsky.social done!
- @kestra.io workflow orchestration
- ETL pipelines for taxi data
- Backfill & scheduling
- Variables & dynamic flows
- @kestra.io workflow orchestration
- ETL pipelines for taxi data
- Backfill & scheduling
- Variables & dynamic flows
February 1, 2026 at 2:11 PM
Module 2 of DE Zoomcamp by @datatalks.bsky.social done!
- @kestra.io workflow orchestration
- ETL pipelines for taxi data
- Backfill & scheduling
- Variables & dynamic flows
- @kestra.io workflow orchestration
- ETL pipelines for taxi data
- Backfill & scheduling
- Variables & dynamic flows
Module 1 complete: Containerization & Infrastructure as Code ✅ @datatalks.bsky.social
• #Docker Compose orchestrating #PostgreSQL + pgAdmin
• #Python ETL processing 46K NYC taxi records
• #SQL analytics on trip patterns and zones
• #Terraform provisioning GCP resources
#dataengineering #zoomcamp
• #Docker Compose orchestrating #PostgreSQL + pgAdmin
• #Python ETL processing 46K NYC taxi records
• #SQL analytics on trip patterns and zones
• #Terraform provisioning GCP resources
#dataengineering #zoomcamp
January 24, 2026 at 5:58 PM
Module 1 complete: Containerization & Infrastructure as Code ✅ @datatalks.bsky.social
• #Docker Compose orchestrating #PostgreSQL + pgAdmin
• #Python ETL processing 46K NYC taxi records
• #SQL analytics on trip patterns and zones
• #Terraform provisioning GCP resources
#dataengineering #zoomcamp
• #Docker Compose orchestrating #PostgreSQL + pgAdmin
• #Python ETL processing 46K NYC taxi records
• #SQL analytics on trip patterns and zones
• #Terraform provisioning GCP resources
#dataengineering #zoomcamp
Finished the Agents & MCP Workshop in #LLMZoomcamp
@datatalks.bsky.social
- Learned about agentic RAG, function calling, and MCP for multi-agent orchestration.
- Built agent tools & tested workflows
#AI #Agents #RAG #MCP
@datatalks.bsky.social
- Learned about agentic RAG, function calling, and MCP for multi-agent orchestration.
- Built agent tools & tested workflows
#AI #Agents #RAG #MCP
July 21, 2025 at 5:37 PM
Finished the Agents & MCP Workshop in #LLMZoomcamp
@datatalks.bsky.social
- Learned about agentic RAG, function calling, and MCP for multi-agent orchestration.
- Built agent tools & tested workflows
#AI #Agents #RAG #MCP
@datatalks.bsky.social
- Learned about agentic RAG, function calling, and MCP for multi-agent orchestration.
- Built agent tools & tested workflows
#AI #Agents #RAG #MCP
Just finished the Data Ingestion Module Workshop from #LLMZoomcamp @datatalks.bsky.social
✅ Built ELT pipelines with dlt
✅ Created a knowledge graph with Cognee
✅ Tagged concepts with Node Sets
✅ Made API docs searchable
✅ Built ELT pipelines with dlt
✅ Created a knowledge graph with Cognee
✅ Tagged concepts with Node Sets
✅ Made API docs searchable
July 4, 2025 at 8:14 PM
Just finished the Data Ingestion Module Workshop from #LLMZoomcamp @datatalks.bsky.social
✅ Built ELT pipelines with dlt
✅ Created a knowledge graph with Cognee
✅ Tagged concepts with Node Sets
✅ Made API docs searchable
✅ Built ELT pipelines with dlt
✅ Created a knowledge graph with Cognee
✅ Tagged concepts with Node Sets
✅ Made API docs searchable
#MLOps #Zoomcamp - Module 6 on Best Practices! 🚀
@datatalks.bsky.social
Learned:
✅ Unit & integration testing with pytest
✅ Mocking cloud services with LocalStack
✅ Code quality with pre-commit hooks
✅ Workflow automation with Makefiles
✅ CI/CD with GitHub Actions
@datatalks.bsky.social
Learned:
✅ Unit & integration testing with pytest
✅ Mocking cloud services with LocalStack
✅ Code quality with pre-commit hooks
✅ Workflow automation with Makefiles
✅ CI/CD with GitHub Actions
June 30, 2025 at 8:33 PM
#MLOps #Zoomcamp - Module 6 on Best Practices! 🚀
@datatalks.bsky.social
Learned:
✅ Unit & integration testing with pytest
✅ Mocking cloud services with LocalStack
✅ Code quality with pre-commit hooks
✅ Workflow automation with Makefiles
✅ CI/CD with GitHub Actions
@datatalks.bsky.social
Learned:
✅ Unit & integration testing with pytest
✅ Mocking cloud services with LocalStack
✅ Code quality with pre-commit hooks
✅ Workflow automation with Makefiles
✅ CI/CD with GitHub Actions
📊 Week 2 of #LLMZoomcamp @datatalks.bsky.social
• Convert text to vector embeddings with FastEmbed
• Calculate semantic similarity
• Build a searchable vector database with @qdrant.bsky.social
• Compare different embedding models and dimensions
• Optimize search by combining text fields
• Convert text to vector embeddings with FastEmbed
• Calculate semantic similarity
• Build a searchable vector database with @qdrant.bsky.social
• Compare different embedding models and dimensions
• Optimize search by combining text fields
June 29, 2025 at 8:16 AM
📊 Week 2 of #LLMZoomcamp @datatalks.bsky.social
• Convert text to vector embeddings with FastEmbed
• Calculate semantic similarity
• Build a searchable vector database with @qdrant.bsky.social
• Compare different embedding models and dimensions
• Optimize search by combining text fields
• Convert text to vector embeddings with FastEmbed
• Calculate semantic similarity
• Build a searchable vector database with @qdrant.bsky.social
• Compare different embedding models and dimensions
• Optimize search by combining text fields
Module 1 of #LLMZoomcamp! 🚀
Built a complete RAG pipeline using Elasticsearch & OpenAI. Learned to:
• Index & search documents with field boosting
• Create context-aware prompts
• Token usage & costs
@datatalks.bsky.social
Built a complete RAG pipeline using Elasticsearch & OpenAI. Learned to:
• Index & search documents with field boosting
• Create context-aware prompts
• Token usage & costs
@datatalks.bsky.social
June 22, 2025 at 5:43 PM
Module 1 of #LLMZoomcamp! 🚀
Built a complete RAG pipeline using Elasticsearch & OpenAI. Learned to:
• Index & search documents with field boosting
• Create context-aware prompts
• Token usage & costs
@datatalks.bsky.social
Built a complete RAG pipeline using Elasticsearch & OpenAI. Learned to:
• Index & search documents with field boosting
• Create context-aware prompts
• Token usage & costs
@datatalks.bsky.social
✅ Module 5 of #MLOpsZoomcamp @datatalks.bsky.social
Built a full monitoring stack using Docker, Grafana, PostgreSQL, and Evidently.
Tracked prediction drift on NYC taxi data, orchestrated with Prefect.
Monitoring isn’t optional. It’s essential.
#MLOps #MachineLearning #DataDrift
Built a full monitoring stack using Docker, Grafana, PostgreSQL, and Evidently.
Tracked prediction drift on NYC taxi data, orchestrated with Prefect.
Monitoring isn’t optional. It’s essential.
#MLOps #MachineLearning #DataDrift
June 20, 2025 at 3:37 PM
✅ Module 5 of #MLOpsZoomcamp @datatalks.bsky.social
Built a full monitoring stack using Docker, Grafana, PostgreSQL, and Evidently.
Tracked prediction drift on NYC taxi data, orchestrated with Prefect.
Monitoring isn’t optional. It’s essential.
#MLOps #MachineLearning #DataDrift
Built a full monitoring stack using Docker, Grafana, PostgreSQL, and Evidently.
Tracked prediction drift on NYC taxi data, orchestrated with Prefect.
Monitoring isn’t optional. It’s essential.
#MLOps #MachineLearning #DataDrift
Just finished MLOps Zoomcamp Module 4: Deployment! 🚀
✅ Built batch inference for NYC taxi trip predictions
✅ Containerized with Docker
✅ Added cloud storage integration
✅ Orchestrated with Prefect
#MLOps #DataScience #MachineLearning
✅ Built batch inference for NYC taxi trip predictions
✅ Containerized with Docker
✅ Added cloud storage integration
✅ Orchestrated with Prefect
#MLOps #DataScience #MachineLearning
June 16, 2025 at 7:21 PM
Just finished MLOps Zoomcamp Module 4: Deployment! 🚀
✅ Built batch inference for NYC taxi trip predictions
✅ Containerized with Docker
✅ Added cloud storage integration
✅ Orchestrated with Prefect
#MLOps #DataScience #MachineLearning
✅ Built batch inference for NYC taxi trip predictions
✅ Containerized with Docker
✅ Added cloud storage integration
✅ Orchestrated with Prefect
#MLOps #DataScience #MachineLearning
🚀 Just completed Module 3 of #MLOpsZoomcamp
@datatalks.bsky.social
✅ Prefect for workflow orchestration
✅ Docker containers for reproducibility
✅ MLflow for experiment tracking
One step closer to production-ready #MLOps skills!
@datatalks.bsky.social
✅ Prefect for workflow orchestration
✅ Docker containers for reproducibility
✅ MLflow for experiment tracking
One step closer to production-ready #MLOps skills!
June 9, 2025 at 10:39 AM
🚀 Just completed Module 3 of #MLOpsZoomcamp
@datatalks.bsky.social
✅ Prefect for workflow orchestration
✅ Docker containers for reproducibility
✅ MLflow for experiment tracking
One step closer to production-ready #MLOps skills!
@datatalks.bsky.social
✅ Prefect for workflow orchestration
✅ Docker containers for reproducibility
✅ MLflow for experiment tracking
One step closer to production-ready #MLOps skills!
✅ Finished MLOps Zoomcamp Module 2: Built NYC taxi trip prediction system with MLflow tracking, hyperopt tuning & model registry on SQLite backend.
Thanks @datatalks.bsky.social
#MLOps #DataScience #MLflow
Thanks @datatalks.bsky.social
#MLOps #DataScience #MLflow
May 26, 2025 at 12:22 PM
✅ Finished MLOps Zoomcamp Module 2: Built NYC taxi trip prediction system with MLflow tracking, hyperopt tuning & model registry on SQLite backend.
Thanks @datatalks.bsky.social
#MLOps #DataScience #MLflow
Thanks @datatalks.bsky.social
#MLOps #DataScience #MLflow
✅ Just wrapped up Module 1 of the MLOps Zoomcamp by @datatalks.bsky.social
🔹 Built an ML model to predict NYC taxi trip durations
🔹 Data prep, feature engineering & model training with scikit-learn
🔹 Evaluated on train/val sets
On to experiment tracking next! 🚀 #MLOps
🔹 Built an ML model to predict NYC taxi trip durations
🔹 Data prep, feature engineering & model training with scikit-learn
🔹 Evaluated on train/val sets
On to experiment tracking next! 🚀 #MLOps
May 18, 2025 at 1:49 PM
✅ Just wrapped up Module 1 of the MLOps Zoomcamp by @datatalks.bsky.social
🔹 Built an ML model to predict NYC taxi trip durations
🔹 Data prep, feature engineering & model training with scikit-learn
🔹 Evaluated on train/val sets
On to experiment tracking next! 🚀 #MLOps
🔹 Built an ML model to predict NYC taxi trip durations
🔹 Data prep, feature engineering & model training with scikit-learn
🔹 Evaluated on train/val sets
On to experiment tracking next! 🚀 #MLOps
🚀 𝗙𝗶𝗻𝗮𝗹 𝗣𝗿𝗼𝗷𝗲𝗰𝘁: Premier League Football Prediction- mlzoomcamp-datatalksclub
github.com/RuiFSP/mlzoo...
#MachineLearning #DeepLearning #FootballPrediction #DataScience #ML #DataScience #SportsAnalytics #PremierLeague #DataTalksClub
github.com/RuiFSP/mlzoo...
#MachineLearning #DeepLearning #FootballPrediction #DataScience #ML #DataScience #SportsAnalytics #PremierLeague #DataTalksClub
January 25, 2025 at 2:49 PM
🚀 𝗙𝗶𝗻𝗮𝗹 𝗣𝗿𝗼𝗷𝗲𝗰𝘁: Premier League Football Prediction- mlzoomcamp-datatalksclub
github.com/RuiFSP/mlzoo...
#MachineLearning #DeepLearning #FootballPrediction #DataScience #ML #DataScience #SportsAnalytics #PremierLeague #DataTalksClub
github.com/RuiFSP/mlzoo...
#MachineLearning #DeepLearning #FootballPrediction #DataScience #ML #DataScience #SportsAnalytics #PremierLeague #DataTalksClub
I had a blast this year! It was my first time finishing Advent of Code. I learned new tricks and had fun interacting with the community. A must-have experience for anyone who enjoys programming and problem-solving
I just completed all 25 days of Advent of Code 2024! #AdventOfCode adventofcode.com
I just completed all 25 days of Advent of Code 2024! #AdventOfCode adventofcode.com
Advent of Code 2024
adventofcode.com
December 25, 2024 at 10:15 AM
I had a blast this year! It was my first time finishing Advent of Code. I learned new tricks and had fun interacting with the community. A must-have experience for anyone who enjoys programming and problem-solving
I just completed all 25 days of Advent of Code 2024! #AdventOfCode adventofcode.com
I just completed all 25 days of Advent of Code 2024! #AdventOfCode adventofcode.com
Today was challenging part 2. While researching, I came across many visual approaches. I also tried using Graphviz, which was cool. I learned something new and managed to solve it both way
I've completed "Crossed Wires" - Day 24 - Advent of Code 2024 #AdventOfCode adventofcode.com/2024/day/24
I've completed "Crossed Wires" - Day 24 - Advent of Code 2024 #AdventOfCode adventofcode.com/2024/day/24
December 24, 2024 at 1:19 PM
Today was challenging part 2. While researching, I came across many visual approaches. I also tried using Graphviz, which was cool. I learned something new and managed to solve it both way
I've completed "Crossed Wires" - Day 24 - Advent of Code 2024 #AdventOfCode adventofcode.com/2024/day/24
I've completed "Crossed Wires" - Day 24 - Advent of Code 2024 #AdventOfCode adventofcode.com/2024/day/24
I've completed "LAN Party" - Day 23 - Advent of Code 2024 #AdventOfCode adventofcode.com/2024/day/23
Day 23 - Advent of Code 2024
adventofcode.com
December 23, 2024 at 9:57 AM
I've completed "LAN Party" - Day 23 - Advent of Code 2024 #AdventOfCode adventofcode.com/2024/day/23
I've completed "Monkey Market" - Day 22 - Advent of Code 2024 #AdventOfCode adventofcode.com/2024/day/22
Day 22 - Advent of Code 2024
adventofcode.com
December 22, 2024 at 10:43 AM
I've completed "Monkey Market" - Day 22 - Advent of Code 2024 #AdventOfCode adventofcode.com/2024/day/22
I've completed "Keypad Conundrum" - Day 21 - Advent of Code 2024 #AdventOfCode adventofcode.com/2024/day/21
Day 21 - Advent of Code 2024
adventofcode.com
December 21, 2024 at 9:48 AM
I've completed "Keypad Conundrum" - Day 21 - Advent of Code 2024 #AdventOfCode adventofcode.com/2024/day/21
I've completed "Race Condition" - Day 20 - Advent of Code 2024 #AdventOfCode adventofcode.com/2024/day/20
Day 20 - Advent of Code 2024
adventofcode.com
December 20, 2024 at 10:13 AM
I've completed "Race Condition" - Day 20 - Advent of Code 2024 #AdventOfCode adventofcode.com/2024/day/20
I've completed "Linen Layout" - Day 19 - Advent of Code 2024 #AdventOfCode adventofcode.com/2024/day/19
Day 19 - Advent of Code 2024
adventofcode.com
December 19, 2024 at 11:46 AM
I've completed "Linen Layout" - Day 19 - Advent of Code 2024 #AdventOfCode adventofcode.com/2024/day/19
🚀 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
I've completed "RAM Run" - Day 18 - Advent of Code 2024 #AdventOfCode adventofcode.com/2024/day/18
Day 18 - Advent of Code 2024
adventofcode.com
December 18, 2024 at 8:02 PM
I've completed "RAM Run" - Day 18 - Advent of Code 2024 #AdventOfCode adventofcode.com/2024/day/18
I've completed "Chronospatial Computer" - Day 17 - Advent of Code 2024 #AdventOfCode adventofcode.com/2024/day/17
Day 17 - Advent of Code 2024
adventofcode.com
December 17, 2024 at 10:27 PM
I've completed "Chronospatial Computer" - Day 17 - Advent of Code 2024 #AdventOfCode adventofcode.com/2024/day/17