Jaehyeon Kim
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Serverless Data Product POC Backend Part IV - Serving R ML Model via S3

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April 17, 20179 min read Development Serverless Data ProductAmazon API GatewayAWSAWS LambdaPythonR

In the previous posts, it is discussed how to package/deploy an R machine learning model with AWS Lambda and to expose the Lambda function via Amazon API Gateway. In this post, I'll demonstrate how to host a web application that services the backend API in a serverless environment.

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Serverless Data Product POC Backend Part III - Exposing R ML Model via APIG

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April 13, 201710 min read Development Serverless Data ProductAmazon API GatewayAWSAWS LambdaPythonR

In previous posts, we discussed how to package and deploy an R machine learning model via Lambda. In this post, I'll demonstrate how to expose the model via Amazon API Gateway.

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Serverless Data Product POC Backend Part II - Deploying R ML Model via Lambda

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April 11, 20178 min read Development Serverless Data ProductAmazon API GatewayAWSAWS LambdaPythonR

In the previous post, it is discuss how to develop and package an R machine learning model. In this post, I'll illustrate how to deploy the model via AWS Lambda.

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Serverless Data Product POC Backend Part I - Packaging R ML Model for Lambda

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April 8, 201712 min read Development Serverless Data ProductAmazon API GatewayAWSAWS LambdaPythonR

In this post, I'll demonstrate how to test and develop a logistic regression model developed in R. Also the model will be packaged for AWS Lambda.

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Some Thoughts on Shiny Open Source - Render Multiple Pages

June 27, 20165 min read DevelopmentRR Shiny

In this post, a simple way of internal load balancing is demonstrated by redirecting multiple same applications, depending on the number of processes binded to them

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Some Thoughts on Shiny Open Source - Internal Load Balancing

May 23, 20165 min read DevelopmentRR Shiny

In this post, a simple way of internal load balancing is demonstrated by redirecting multiple same applications, depending on the number of processes binded to them

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Asynchronous Processing Using Job Queue

May 12, 20163 min read DevelopmentR

In this post, a way to overcome one of R's limitations of lack of multi-threading is discussed by job queuing using the jobqueue package

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Boost SparkR With Hive

April 30, 20168 min read Data EngineeringApache HiveApache SparkHiveQLRSparkR

One option to boost SparkR's performance as a data processing engine is manipulating data in Hive Context rather than in limited SQL Context. In this post, we discuss how to run SparkR in Hive Context.

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Quick Start SparkR in Local and Cluster Mode

March 2, 20168 min read Data EngineeringApache SparkRSparkR

In this post, we discuss how to execute SparkR in a local and cluster mode.

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Spark Cluster Setup on VirtualBox

February 22, 20163 min read Data EngineeringApache SparkRSparkR

We discuss how to set up a Spark cluser between 2 Ubuntu guests. Firstly it begins with machine preparation.

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Profile
Jaehyeon Kim
Jaehyeon Kim
Developer Experience at Factor House | Technical Content Creator
Taxonomies
Data Streaming 66 Data Engineering 30 Development 27 Data Analysis 17 Data Integration 12 Kubernetes 5 Security 5 Data Processing 3 Data Architecture 2
Python 66 Apache Kafka 61 AWS 50 Docker 50 R 37 Apache Flink 28 Kpow 22 Apache Beam 17 Kafka Connect 15 Amazon MSK 14 AWS Lambda 14 Apache Spark 13 Dbt 13 Amazon EMR 11 Kubernetes 8 Pyflink 8 Change Data Capture (CDC) 6 Debezium 6 Amazon DynamoDB 5 Apache Airflow 5 Factor House Local 5 Kotlin 5 PostgreSQL 5 PySpark 5 Amazon API Gateway 4 Amazon Athena 4 AWS Glue 4 AWS Glue Schema Registry 4 BigQuery 4 Minikube 4 R Shiny 4 RServe 4 Amazon EKS 3 Amazon QuickSight 3 Apache Hudi 3 EMR on EKS 3 FastAPI 3 GCP 3 GRPC 3 Kafka Streams 3 ALL 106
Kafka Development With Docker 11 Apache Beam Python Examples 10 Real Time Streaming With Kafka and Flink 7 DBT Pizza Shop Demo 6 Tree Based Methods in R 6 Apache Beam Local Development With Python 5 DBT for Effective Data Transformation on AWS 5 Getting Started With Real-Time Streaming in Kotlin 5 Kafka Connect for AWS Services Integration 5 Serverless Data Product 4 Data Lake Demo Using Change Data Capture 3 Getting Started With Pyflink on AWS 3 Kafka Development on Kubernetes 3 Parallel Processing on Single Machine 3 Realtime Dashboard With FastAPI, Streamlit and Next.js 3 API Development With R 2 DBT Guide for Production 2 Deploy Python Stream Processing App on Kubernetes 2 Integrate Schema Registry With MSK Connect 2 Kafka, Flink and DynamoDB for Real Time Fraud Detection 2 ALL 21
2025 10 2024 29 2023 39 2022 15 2021 7 2020 1 2019 5 2018 2 2017 6 2016 6 2015 15 2014 5
Posts
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    Flink Table API - Declarative Analytics for Supplier Stats in Real Time
    June 17, 2025
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    Flink DataStream API - Scalable Event Processing for Supplier Stats
    June 10, 2025
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    Kafka Streams - Lightweight Real-Time Processing for Supplier Stats
    June 3, 2025
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    Meet the Streamhouse Trio - Paimon, Fluss, and Iceberg for Unified Data Architectures
    May 6, 2025
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    Run Flink SQL Cookbook in Docker
    April 15, 2025
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    Realtime Dashboard With FastAPI, Streamlit and Next.js - Part 1 Data Producer
    February 18, 2025
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    Change Data Capture (CDC) Local Development With PostgreSQL, Debezium Server and Pub/Sub Emulator
    November 7, 2024
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    Guide to Running DBT in Production
    September 13, 2024
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    DBT CI/CD Demo With BigQuery and GitHub Actions
    September 5, 2024
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    Cache Data on Apache Beam Pipelines Using a Shared Object
    August 22, 2024
  • featured.png
    Flink Table API - Declarative Analytics for Supplier Stats in Real Time
    June 17, 2025
  • featured.png
    Flink DataStream API - Scalable Event Processing for Supplier Stats
    June 10, 2025
  • featured.png
    Kafka Streams - Lightweight Real-Time Processing for Supplier Stats
    June 3, 2025
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    Kafka Clients With Avro - Schema Registry and Order Events
    May 27, 2025
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    Kafka Clients With JSON - Producing and Consuming Order Events
    May 20, 2025
  • featured.png
    Meet the Streamhouse Trio - Paimon, Fluss, and Iceberg for Unified Data Architectures
    May 6, 2025
  • featured.gif
    Run Flink SQL Cookbook in Docker
    April 15, 2025
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    Realtime Dashboard With FastAPI, Streamlit and Next.js - Part 3 Next.js Dashboard
    March 4, 2025
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    Realtime Dashboard With FastAPI, Streamlit and Next.js - Part 2 Streamlit Dashboard
    February 25, 2025
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    Realtime Dashboard With FastAPI, Streamlit and Next.js - Part 1 Data Producer
    February 18, 2025
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Jaehyeon Kim

Developer Experience at Factor House | Technical Content Creator

Copyright © 2023-2025 Jaehyeon Kim. All Rights Reserved.