Rui Pinto
@RuiFSPinto
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๐ Embracing data science at 40+ ๐ | Lifelong learner ๐ | Inspiring the world with my late-blooming journey into analytics ๐ | #DataScience #NeverTooLate ๐โจ
Lisbon
Joined May 2009
After hundreds of Kaggle competitions and years of trial, error, and wins, our team @ChrisDeotte @The0Viel @0verfit @giba1,ย have compiled a playbook for tabular modelingโa system thatโs carried us to the top of leaderboards and held up on real-world data. https://t.co/0ZM9NnS0CI
developer.nvidia.com
Over hundreds of Kaggle competitions, weโve refined a playbook that consistently lands us near the top of the leaderboardโno matter if weโre working with millions of rows, missing valuesโฆ
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Finished the Agents & MCP Workshop in #LLMZoomcamp @DataTalksClub - Learned about agentic RAG, function calling, and MCP for multi-agent orchestration. - Built agent tools & tested workflows #AI #Agents #RAG #MCP
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Just finished the Data Ingestion Module Workshop from #LLMZoomcamp @DataTalksClub โ
Built ELT pipelines with dlt โ
Created a knowledge graph with Cognee โ
Tagged concepts with Node Sets โ
Made API docs searchable
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MLOps Zoomcamp Module 6 on Best Practices! ๐ @DataTalksClub Learned: โ
Unit & integration testing with pytest โ
Mocking cloud services with LocalStack โ
Code quality with pre-commit hooks โ
Workflow automation with Makefiles โ
CI/CD with GitHub Actions #mlops #zoomcamp
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๐ Week 2 of #LLMZoomcamp @DataTalksClub โข Convert text to vector embeddings with FastEmbed โข Calculate semantic similarity โข Build a searchable vector db with @qdrant_engine โข Compare different embedding models and dimensions โข Optimize search by combining text fields
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Just completed Module 1 of #LLMZoomcamp @DataTalksClub! ๐ Built a complete RAG pipeline using Elasticsearch & OpenAI. Learned to: โข Index & search documents with field boosting โข Create context-aware prompts โข Optimize for token usage & costs
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Module 5 of #MLOpsZoomcamp @DataTalksClub Built a full monitoring stack using Docker, Grafana, PostgreSQL, and Evidently. Tracked prediction drift on NYC taxi data, orchestrated with Prefect. Monitoring isnโt optional. Itโs essential. #MLOps #MachineLearning #DataDrift
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Just finished MLOps Zoomcamp Module 4: Deployment! ๐ โ
Built batch inference for NYC taxi trip predictions โ
Containerized with Docker โ
Added cloud storage integration โ
Orchestrated with Prefect #MLOps #DataScience #MachineLearning
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๐ Just completed Module 3 of #MLOpsZoomcamp @DataTalksClub! โ
Prefect for workflow orchestration โ
Docker containers for reproducibility โ
MLflow for experiment tracking One step closer to production-ready #MLOps skills! #DataScience #MachineLearning
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Finished MLOps Zoomcamp Module 2: Built NYC taxi trip prediction system with MLflow tracking, hyperopt tuning & model registry on SQLite backend. Thanks @DataTalksClub & @Al_Grigorev for this practical MLOps journey! #MLOps #DataScience #MLflow
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Just wrapped up Module 1 of the MLOps Zoomcamp by @DataTalksClub! ๐น Built an ML model to predict NYC taxi trip durations ๐น Data prep, feature engineering & model training with scikit-learn ๐น Evaluated on train/val sets On to experiment tracking next! ๐ #MLOps
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๐ ๐๐ถ๐ป๐ฎ๐น ๐ฃ๐ฟ๐ผ๐ท๐ฒ๐ฐ๐: Premier League Football Prediction- mlzoomcamp-datatalksclub https://t.co/aaG4ihy75z
#MachineLearning #DeepLearning #FootballPrediction #DataScience #ML #DataScience #SportsAnalytics #PremierLeague #DataTalksClub
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I had a blast this year! My first time finishing Advent of Code. Learned new tricks and enjoyed interacting with the community. A must-try for anyone into coding and problem-solving I just completed all 25 days of Advent of Code 2024! https://t.co/3pS6fL712H
#AdventOfCode
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Today was challenging part 2. I came across many visual approaches and 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 https://t.co/vyYpuyQWll
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I've completed "LAN Party" - Day 23 - Advent of Code 2024 https://t.co/Oucc4q44F3
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I've completed "Monkey Market" - Day 22 - Advent of Code 2024 https://t.co/opnLDoRNqo
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I've completed "Keypad Conundrum" - Day 21 - Advent of Code 2024 https://t.co/zoEFxejYeA
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I've completed "Race Condition" - Day 20 - Advent of Code 2024 https://t.co/BV55R5xWRf
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I've completed "Linen Layout" - Day 19 - Advent of Code 2024 https://t.co/s0hQUDpUU7
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๐ Kubernetes in MLZoomCamp Week 10! From managing containerized apps to auto-scaling with HPA, K8s is a game changer for cloud-native development. ๐ฅ๏ธ๐ก Using kubectl for resource management and kind for local testing has made deployment so much easier: https://t.co/dVxjZlLP65
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