文件列表:

Code/
app/
A1_Engine_Search.pdf

# NLP Assignment 1 (AIT - DSAI) - [Student Information](https://github.com/myothiha/nlp_a1/blob/master/#student-information) - [Files Structure](https://github.com/myothiha/nlp_a1/blob/master/#files-structure) - [How to run](https://github.com/myothiha/nlp_a1/blob/master/#how-to-run) - [Dataset](https://github.com/myothiha/nlp_a1/blob/master/#dataset) - [Evaluation](https://github.com/myothiha/nlp_a1/blob/master/#evaluation) ## Student Information - Name: Myo Thiha - ID: st123783 ## Files Structure - In the code folder, The Jupytor notebook files (training) can be located. - The 'app' folder include -- `app.py` file for the web application -- Dockerfile and docker-compose.yaml for containerization of the application. -- `template` folder to hold the HTML pages. -- `models` folder which contains four model exports and their metadata files. ## How to run - Run the `docker compose up` in the app folder. - Then, the application can be accessed on http://localhost:8000 - You will directly land on the "Search" page. ## Dataset - I used `brown` dataset (category 'News') from `nltk`. ## Evaluation | Model | Window Size | Training Loss | Training Time | Semantic Accuracy | Syntactic Accuracy | Similarity (Correlation Score) | |-------------------|-------------|---------------|---------------|--------------------|-------------------|-------------------| | Skipgram | 2 | 10.16 | 0 min 03 sec | 0.00% | 0.00% | 0.08 | | Skipgram (NEG) | 2 | 2.61 | 0 min 04 sec | 0.00% | 0.00% | 0.22 | | Glove | 2 | 44.37 | 0 min 42 sec | 0.00% | 0.00% | -0.02 | | Glove (Gensim) | - | - | - | 45.89% | 50.61% | 0.54 |

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