Data-Driven Engineering

Course

• Overview
• Schedule
• GitHub

Python

• Overview
• Install Python
• Install Packages
• 1️⃣ Basics
• 2️⃣ Tuple
• 3️⃣ List
• 4️⃣ Set
• 5️⃣ Dictionary
• 6️⃣ NumPy
• 7️⃣ Pandas

Access

• Overview
• 1️⃣ Text 🗒
• 2️⃣ Audio 🔊
• 3️⃣ Video 🎥
• 4️⃣ Database 🗃
• 5️⃣ Sensors 💻
• 6️⃣ Cloud ⛅
• 7️⃣ Web Scraping 🌐

Transfer

• Overview
• 1️⃣ MODBUS
• 2️⃣ MQTT
• 3️⃣ OPC UA
• 4️⃣ WebSocket

Series

• 1️⃣ Pandas
• 2️⃣ Time-Series Image
• 3️⃣ ARX Model
• 4️⃣ State Space
• 5️⃣ Transformers

Data Engineering

• Overview
• 1️⃣ Gather Data
• 2️⃣ Statistics
• 3️⃣ Visualize
• 4️⃣ Cleanse
• 5️⃣ Features
• 6️⃣ Balance
• 7️⃣ Scale
• 8️⃣ Split
• 9️⃣ Deploy

Applications

 Object Detection 👁️
 Text OCR 👁️
 Electromagnetic Relay ⚙️
 Servo Control SG90 ⚙️
 Solid State Relay ⚙️
 Fired Heater Control ⏱️
 RAG Similarity Search 🗣️
 Large Language Model (LLM) 🗣️
 RAG LLM Integration 🗣️
 Biomechanic Regression 📈
 Air Pressure BMP280 📐
 CO2 Sensor SCD30/4x 📐
 Distance HC-SR04 📐
 Distance VL53L0X 📐
 Humidity DHT11/22 & BME280 📐
 Light Intensity 📐
 Location GY-GPS6MV2 📐
 Temperature MAX6675 📐

 👁️=Computer Vision
 ⚙️=Actuators
 ⏱️=Time Series
 🗣️=Language
 🔊=Audio
 📈=Regression
 📊=Classification
 📐=Sensors

Related Courses

• 🎓 Begin Python
• 🎓 Begin Matlab
• 🎓 Begin Java
• 🎓 Engineering Computing
• 🎓 Data Science
• 🎓 Machine Learning
• 🎓 Control (MATLAB)
• 🎓 Control (Python)
• 🎓 Optimization
• 🎓 Dynamic Optimization

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