Setyan Pamungkas

Setyan Pamungkas

Hello,

I'm an experienced Machine Learning Engineer with strong data science and programming skills and a detail-oriented mind for solving enterprise-level problems with ML solutions. I have experience in building recommendation systems and scoring systems, creating classification and regression models, and deploying them into the production that is used by real users. I also have experience in text-processing using the Deep Learning method

Before joining a company, I finished a master's degree in the Computer Science Department of National Central University, Taiwan. I was researching safety drivers by utilizing the driver's behavior data and using a machine learning technique to classify whether the driver is in the safe action or not.

  • Full Name : Setyan Pamungkas
  • Date of Birth: June 1993
  • linkedin : /in/setyan-pamungkas
  • Email : styanpamungkas@gmail.com

Work Experience

    Machine Learning Engineer
  • Pahamify (August 2021 - Present)
  • - Spam Detector

    Build a text classification system to detect spam input from the users in our forum, such as: detecting bad words, gibberish words, hate speech, and bad text input in Bahasa Indonesia

  • - Predict Next Word & Spell Checker

    Build next word prediction and spell checker in Bahasa Indonesia for pahamify forum

  • - Adaptive Learning Recommendation

    Build recommendation system for adaptive learning that being core of the main product in Pahamify called “Pegasus”

    Data Analyst Engineer
  • Ajobthing Malaysia (Sept 2019 - July 2021)
  • - Jobseeker Scoring

    Build scoring system for the job seekers based on their behavior (apply job, read blog, etc)

  • - Company Rating System

    Create company rating system based on how they treat the applications

  • - User Activity Tracking

    Build data ETL system for the activity user

  • - User Data Analyzing

    Create report based on the request from the other team (product, marketing, sales) to get the insight from the available data

  • - Company Information Mining

    Build automation tools to mining company information from the other website

  • - Candidate Personal Report

    Build system that able to automatically create a report of the job seekers

  • - Automation targeted ads

    Build system that able to send personalized job ads or content to the user

    Data Science Researcher
  • National Central University (Sept 2017 - Sept 2019)
  • - Part of Intelligent Systems Software Laboratory
  • - Project:

    - Detecting steering handling position using one smartwatch with a machine learning approachDetecting steering handling position using one smartwatch with a machine learning approach

    - Multi-Posture Touch Behavioral User Authentication On Smartphone

Education

Skills and Portfolio

    Skills:
  • - Machine Learning
  • - Database (SQL, NoSQL)
  • - Programming (Python*, Node JS, MATLAB, C, C++, C#, java)
  • - Statistics
  • - Data Visualization (matplotlib, plotly)
  • - Python statistics, ML, and NLP library (pandas, numpy, SKLearn, NLTK)
  • - Python deep learning library (tensorflow, Keras)
  • - Data Science Tools: Jupyter, Streamlit, Airflow, Elasticsearch, redis, dgraph, neo4j, papermill
  • - REST API (flask, gunicorn, nginx, express, PM2)
  • - Version Control (GIT)
  • - Data Analysis
  • - AWS (EC2, S3) & GCP (BQ)
  • - Automation Web Scrapping (selenium + BeautifulSoup)
    Portfolio:
  • - Company Information Crawler

    python code to crawl company information from several job portal website in malaysia region

  • - LineChat

    code to analyze and visualization line chat using chat history (.txt file)

  • - embedLearn

    android application that have feature show video from youtube

Find me:

  • GitHub
  • HackerRank
  • LinkedIn
  • Medium