Frame extraction from your own phone clips, optical flow, action recognition, and LSTM or GRU on UCI HAR sensor data. Malaysia angle: Bahasa Isyarat Malaysia (BIM-SSD).
AdvancedAbout 7 hours8 lessons
What you will learn
Frame extraction with OpenCV VideoCapture
Record your own dataset with a phone
Optical flow and motion
Pretrained video models and transfer learning
Bahasa Isyarat Malaysia with BIM-SSD
How an LSTM remembers
Windowing sensor data
Curriculum
1
Video basics
2 lessonsFree preview
Frame extraction with OpenCV VideoCapturePreview8m
Record your own dataset with a phonePreview7m
2
Action recognition
3 lessons
Optical flow and motion9m
Pretrained video models and transfer learning10m
Bahasa Isyarat Malaysia with BIM-SSD8m
3
Time-series with LSTM and GRU
3 lessons
How an LSTM remembers10m
Windowing sensor data8m
Checkpoint: classify activities on UCI HAR with an LSTM20m
Hands-on checkpoint
Every course ends with a Colab task you complete yourself. Our Gemini-assisted review gives feedback and points you to what to fix, it coaches you, it does not do it for you. This course uses the checkpoint dataset.