LSTM Quote Generator

A web application that generates inspirational quotes using an LSTM neural network trained on travel, life, and wisdom quotes.

Features

• LSTM text generation with TensorFlow/Keras
• Web interface with Flask backend
• Customizable seed text and output length
• Trained on 200+ inspirational quotes
• Responsive design with real-time generation

Technology Stack

• Backend: Flask, TensorFlow, NumPy
• Frontend: HTML, CSS, JavaScript
• Model: LSTM with embedding layer (64 units each)

Installation

1. Clone the repository
2. Install dependencies:

   pip install flask tensorflow numpy

3. Run the application:

   python app.py

4. Open http://127.0.0.1:5000

How It Works

The LSTM model is trained on n-gram sequences from inspirational quotes. During generation, it predicts the next word based on the input seed text and context, iteratively building longer quotes.

Model Architecture:

• Embedding layer (64 dimensions)
• LSTM layer (64 units)
• Dense output with softmax activation

Usage

1. Enter a seed word or phrase
2. Set number of words to generate (1-50)
3. Click "Generate Quote"

Example:

• Input: "Travel"
• Output: "Travel far enough to meet yourself and discover new adventures"

Dataset

Training data includes quotes about:

• Travel & Adventure
• Life Philosophy
• Nature & Environment
• Personal Growth
• Success & Achievement
• Relationships
• Learning & Wisdom