Update Readme.md

Readme.md

@@ -1,43 +1,43 @@
-# Neural Network-Based Language Model for Next Token Prediction
-
-## Overview
-This project implements a neural network-based language model designed for next-token prediction using two languages: English and [Assigned Language]. The model is built without the use of transformer or encoder-decoder architectures, focusing instead on traditional neural network techniques.
-
-## Table of Contents
-- [Installation](#installation)
-- [Usage](#usage)
-- [Model Architecture](#model-architecture)
-- [Training](#training)
-- [Text Generation](#text-generation)
-- [Results](#results)
-- [License](#license)
-
-## Installation
-To run this project, you need to have Python installed along with the following libraries:
-
-pip install torch numpy pandas huggingface_hub
-Usage
-Clone this repository or download the model files.
-Use the following code to load the model and generate text:
-python
-Copy code
-from model import YourModelClass  # Import your model class
-model = YourModelClass.load_from_checkpoint('path/to/your/model.pt')
-
-# Generate text
-
-Training
-The model was trained using datasets from:
-
-English: [Description of the dataset]
-[Assigned Language]
-Hyperparameters
-Learning Rate
-Batch Size
-Epochs
-Text Generation
-The model can generate text in both English and Assigned Language
-
-Results
-The training curves for both loss and validation loss are provided in the submission. 
+# Neural Network-Based Language Model for Next Token Prediction
+
+## Overview
+This project implements a neural network-based language model designed for next-token prediction using two languages: English and Icelandic. The model is built without the use of transformer or encoder-decoder architectures, focusing instead on traditional neural network techniques.
+
+## Table of Contents
+- [Installation](#installation)
+- [Usage](#usage)
+- [Model Architecture](#model-architecture)
+- [Training](#training)
+- [Text Generation](#text-generation)
+- [Results](#results)
+- [License](#license)
+
+## Installation
+To run this project, you need to have Python installed along with the following libraries:
+
+pip install torch numpy pandas huggingface_hub
+Usage
+Clone this repository or download the model files.
+Use the following code to load the model and generate text:
+python
+Copy code
+from model import YourModelClass  # Import your model class
+model = YourModelClass.load_from_checkpoint('path/to/your/model.pt')
+
+# Generate text
+
+Training
+The model was trained using datasets from:
+
+English: [Description of the dataset]
+Icelandic
+Hyperparameters
+Learning Rate
+Batch Size
+Epochs
+Text Generation
+The model can generate text in both English and Assigned Language
+
+Results
+The training curves for both loss and validation loss are provided in the submission. 
 The model's performance is evaluated based on the generated text quality and perplexity score during training.