Livestock labeling Learning for Manual Analysis & Recognition as a Journal of Observations webapp¶
An example screenshot of the LLaMARJO webapp
🎯 Project objective¶
Ease the learning and evaluation process of behavior annotation in videos both for the teacher and the student.
📋 Project description¶
LLMARJO is a software that enables user-centric learning in the processes of behavior annotation.
The process for training in LLAMARJO is similar to machine learning, meaning that three datasets are defined per user for training, validating and testing their skills. The datasets were previously annotated by domain experts and annotations are supplied only for training data to the student.
After having created a learning course for the student, the teacher is there to provide feedback but doesn’t need to accompany the student in the whole process. The learning process is handled by the student enabling them to learn, practice and get certified by the system at their own pace. Afterwards, the teacher only need to confirm the evaluations before accrediting the students for production tasks.
🎨 Design & implementation decisions¶
AppSheet low code application development
Text-to-Speech for audio description of the behaviors
Google Drive video files storage
🧾 Key takeaway¶
Learn to work in AppSheet
Learn to work in an agile way
Learn the importance of Proof-of-Concepts before scaling