| Timeframe
|
Task
|
Completion
|
| Week 4
|
- Explore and define possible approaches to the problem
- Explore the existing Guida Commerciale documents
|
✓
|
| Week 5
|
- Establish a pipeline for the project
- Explore pricing plans for OpenAI GPT models and Geocoding platforms
- Set up the GitHub repository
|
✓
|
| Week 6
|
- Start to experiment with different OCR models and potential alternatives, such as PDF text extraction libraries
- Attempt to cluster pages based on different page types using an unsupervised learning approach
|
✓
|
| Week 7
|
|
✓
|
| Week 8
|
- Create a new approach/pipeline that relies on basic domain knowledge to obtain better results
- Set up the semantic annotation platform, INCEpTION, for the new approach
|
✓
|
| Week 9
|
- Complete midterm presentation
- Run OCR with Pytesseract
- Extract text using PDFPlumber
- Compare the two approaches, choose the most suitable approach, and pre-process the text output
|
✓
|
| Week 10
|
|
✓
|
| Week 11
|
|
✓
|
| Week 12
|
|
|
| Week 13
|
|
|
| Week 14
|
- Complete the written deliverables and the GitHub repository
- Prepare the final presentation discussing the results
|
|