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Data Engineering

Technical articles by data engineers & automation developers solving real-world problems

The Essential Guide to Docker
Setting up Docker Compose v2
Introduction to Apache Airflow
Django REST framework + Custom Permissions
Deploying Machine Learning models with VertexAI on Google Cloud Platform
Streaming Data Pipeline: The Full Cycle​ 4-part series on building a real-time Streamlit analytics app powered by Kafka, Spark Streaming, Cassandra and MySQL
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Data Science

Articles and first hand observations by data scientists & analytics experts in the field

Data Science for App Reviews Analysis
Automated Keywords Extractions from job descriptions
Serving PyTorch Models with TorchServe
Introduction to RFM analysis in R
Decision Boundaries with PCA and FAMD
River Water Level Monitoring w/ Google Data Studio
Twitter Sentiment Analysis End to End 4-part series on building and deploying a deep learning LSTM model for tweets sentiment scoring
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Building a GPT-3 app with LangChain, Django, and YouTube API A detailed walkthrough of building an AI web application powered by LangChain LLM toolkit and Django
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Full-Cycle Data Science Consultancy

Data Science & Analytics Consulting

Case Study: Central Bank of Indonesia A scalable query-able API service and data archive of public opinion towards monetary policies across 100+ social media channels ft. data engineering, web automation and sentiment analysis
Case Study: Adaro Water Level Prediction Develop an end-to-end analytical infrastructure to facilitate real-time analytics, storage & water level prediction a 1,090km river in Kalimantan ft. deep learning, data engineering & analytics engineering
Case Study: Adaro Predictive Maintenance How Supertype & PT. Saptaindra Sejati (Adaro) built a comprehensive predictive maintenance system that shaves millions off maintenance cost each year
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Case Study: AdColony (Opera) Taking advertising operations and monetisation to the next level using a range of machine learning techniques, ft. unsupervised learning, deep learning
Case Study: Creadits Supertype's data scientists and Creadits combined to produce advertising creatives that are 40% more performant, powered by deep insights into ad creatives' lifespan, ft. Supertype Summary, unsupervised learning
Case Study: Programmatic Media Buying Programmatic audience creation through a bespoke machine-learning-as-an-API service, so media buying on RTB (real-time buying) exchanges are timely and with a stream of pre-qualified audience.
More Data Science Consulting Case Studies
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