Commit ffe93b76 authored by Almouhannad Hafez's avatar Almouhannad Hafez

Update README.md

parent 8917cc79
# ***NLP course project*** # ***NLP course project***
***Almouhannad Hafez + Mariam Khierbek*** ***Almouhannad Hafez + Mariam Khierbek***
## ***Contents***
**[Description](#description)** **[Description](#description)**
**[How to run](#how-to-run)** **[How to run](#how-to-run)**
**[Part1. Data preprocessing](#part1-data-preprocessing)** **[Part1. Data preprocessing](#part1-data-preprocessing)**
...@@ -43,7 +44,10 @@ ...@@ -43,7 +44,10 @@
## ***Part1. Data preprocessing*** ## ***Part1. Data preprocessing***
**Files:** **Files:**
> **`1.Data_Preprocessing.ipynb`** > **`1.1.Dataset_Overview.ipynb`**
- **Some interesting details about used dataset**
> **`1.2.Data_Preprocessing.ipynb`**
- **Applying preprocessing steps on dataset, this includes:** - **Applying preprocessing steps on dataset, this includes:**
1. Refactoring dataset schema 1. Refactoring dataset schema
1. Handling nulls/duplicates 1. Handling nulls/duplicates
...@@ -77,12 +81,7 @@ ...@@ -77,12 +81,7 @@
1. Testing ***Nouns*** only 1. Testing ***Nouns*** only
**`3.3.N-Grams.ipynb`** **`3.3.N-Grams.ipynb`**
- **Applying classification task using n-gram to perform task using only TF-IDF with different grams, this includes:** - **Applying classification task using n-gram to perform task using only TF-IDF with different grams**
1. `1-Gram`
1. `2-Gram`
1. `3-Gram`
1. `4-Gram`
1. `5-Gram`
## ***Results*** ## ***Results***
| Case\\Criterion | Accuracy(Train) | Accuracy(Test) | Precision(Test-Average) | Recall(Test-Average) | F1-Score(Test-Average) | | Case\\Criterion | Accuracy(Train) | Accuracy(Test) | Precision(Test-Average) | Recall(Test-Average) | F1-Score(Test-Average) |
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