Curriculum

I. YouTube Curriculum

• Orangutan STEM Intro Video

• Activity 1: Open Weather Map API data pipeline with AWS EC2, Docker, Airflow, S3, GCS, and BigQuery

  • Apache Airflow Docker Setup with Open Weather API, AWS, & GCP | 2023, Part 1: Local Machine Setup

• Activity 2: Raspberry Pi Still-Frame Optic Sensor Pipeline

• Activity 3: Google API's Agricultural Survey Forms Pipeline

• Activity 4: Raspberry Pi temperature, humidity, and pressure data pipeline

• Activity 5: Drone Survey Image Data Pipeline with opencv, YOLOv8, and Nvidia Orin Nano Dev Kit

• Activity 6: Raspberry Pi Soil Sensor Data Pipeline

• Bonus Activity: Generative AI & Language Model API's as Analytical Query Engines

II. Supporting Wiki's & Videos

• Intro to Airflow and Modern Use-Cases

• Mastering AWS, GCP, and Azure on a Budget

• Set up AWS EC2 instance for airflow docker build

• Data Lake (and Lakehouse) in S3 and GCS

• BigQuery Data Warehousing Basics

• RESTful API's

• Data Catalogs, Data Lineage, and Master Data Management

• Designing Data (Dimensional) Models - Facts and Dimensions

• Building OpenCV and Image AI data pipelines with Python

• BI Tools - Past, Present, and Future

• Mage - The Replacement to Airflow

• Data Processing with Pandas

• Data Processing with Pola.rs

• Data Processing with PySpark

• Streaming Pipelines Overview

• Kafka Overview

• Flink Overview

More to come in the future on broader STEM topics, AI tools, and hosting off-grid low-bandwidth data systems!

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