João Pedro – Medium

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João Pedro
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Towards Data Science

Machine Learning Streaming with Kafka, Debezium, and BentoML

Creating a real-time price recommender system using modern data-related tools

11 min readAug 22, 2022

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Machine Learning Streaming with Kafka, Debezium, and BentoML

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4

João Pedro
in
Towards Data Science

My First Billion (of Rows) in DuckDB

First Impressions of DuckDB handling 450Gb in a real project

12 min readMay 1, 2024

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My First Billion (of Rows) in DuckDB

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João Pedro
in
Towards Data Science

Automatically Detecting Label Errors in Datasets with CleanLab

A Tale of AI and wrongly-classified Brazilian Federal Laws

10 min readJul 22, 2023

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Automatically Detecting Label Errors in Datasets with CleanLab

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João Pedro
in
Towards Data Science

Automatically Managing Data Pipeline Infrastructures With Terraform

I know the manual work you did last summer

15 min readMay 2, 2023

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Automatically Managing Data Pipeline Infrastructures With Terraform

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João Pedro
in
Towards Data Science

Data Pipeline with Airflow and AWS Tools (S3, Lambda & Glue)

Learning a little about these tools and how to integrate them

17 min readApr 6, 2023

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Data Pipeline with Airflow and AWS Tools (S3, Lambda & Glue)

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João Pedro
in
Towards Data Science

Creating a Data Pipeline with Spark, Google Cloud Storage and Big Query

On-premise and cloud working together to deliver a data product

10 min readMar 6, 2023

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Creating a Data Pipeline with Spark, Google Cloud Storage and Big Query

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João Pedro
in
Towards Data Science

Hands-On Introduction to Delta Lake with (py)Spark

Concepts, theory, and functionalities of this modern data storage framework

10 min readFeb 16, 2023

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Hands-On Introduction to Delta Lake with (py)Spark

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João Pedro

Temporal and Geo-referenced Traffic Management with Python+Streamlit

Applying modern tools to visualize time and spatial data in a dashboard

10 min readJan 29, 2023

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Temporal and Geo-referenced Traffic Management with Python+Streamlit

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João Pedro
in
Towards Data Science

First Steps in Machine Learning with Apache Spark

Basic concepts and topics of Spark MLlib package

11 min readJan 4, 2023

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First Steps in Machine Learning with Apache Spark

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João Pedro
in
Towards Data Science

A Fast Look at Spark Structured Streaming + Kafka

Learning the basics of how to use this powerful duo for stream-processing tasks

11 min readNov 5, 2022

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A Fast Look at Spark Structured Streaming + Kafka

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João Pedro

João Pedro

Bachelor of IT at UFRN. Graduate of BI at UFRN — IMD. Strongly interested in Machine Learning, Data Science and Data Engineering.

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