Data Science for infrastructure condition monitoring

• Announcements (Forum)

---

• Exercise 0 (Folder)
• Exercise 0 : SOLUTION (Folder)
• DSIM week 1 V2 (File)

---

• Exercise 1 (Folder)
• Exercise 1 : Solution (Folder)
• DSIM week 2 (File)

---

• Signal Processing Fundamentals - 1 (File)
• DSIM week 3 (File)
• Introduction to Signal Processing Part 2 (Discrete Signal, Filtering, Aliasing)) (File)
• Exercise 2 (Introduction to FFT) (Folder)
• Exercise 2 Solution (File)

---

• Exercise 3: Time frequency representation (File)

---

• Exercise 3 Solution (Folder)
• DSIM week 5 (File)
• Exercise 4 (Folder)

---

• exercise (Folder)
• DSIM week 6 (File)

---

• DSIM week 7 (File)

---

• Exercise: PCA (Folder)
• DSIM week 8 (File)

---

• DSIM week 9 (File)
• Exercice: Semi-Supervised Learning (Folder)

---

---

• DSIM week 10 (File)
• Execercise on using Autoencoders and one-class classifiers (Folder)

---

• DSIM week 11 (File)

---

• 20240400 Mehr Bahn fuer die Schweiz inkl-Badge (File)
• 20250512 EPFL Guest Lecture Eckenstein Pulver MIN (File)
• Netzzustandsbericht SBB Infrastruktur 2024 (File)
• Network Condition Report SBB Infrastructure 2022 (File)

---

• DarkWave Thermo - IR Aerial Thermography - EPFL May 2025 - Eng (File)
• DarkWave Thermo - Motion AmplificationOR - EPFL May 2024 - Eng (File)

---

• Computer vision for 3D reconstruction (File)

---