A multimodal machine learning pipeline for analyzing unstructured PDFs and images using OCR, vision transformers, and language models.
- OCR document extraction
- Vision Transformer feature encoding
- Language embedding generation
- Multimodal feature fusion
- Semantic document indexing (FAISS)
- Contextual summarization
- Semantic search over documents
- Python
- PyTorch
- Transformers
- OpenCV
- FAISS
PDF/Image → OCR → Vision + Text Embeddings → Vector Index → Semantic Search
pip install -r requirements.txt python main.py