Project Title:

Voice Cloning and Text-to-Speech (TTS) Application

Project Description:

The Voice Cloning and Text-to-Speech (TTS) Application is an AI-powered system designed to replicate human voices and convert written text into natural-sounding speech. Using deep learning models, the system can clone a person’s voice from a short audio sample and generate spoken output that mimics the original speaker’s tone, pitch, and speaking style.

This project combines voice synthesis (TTS) and speaker cloning techniques to enable personalized, high-quality voice generation. It is useful in areas such as assistive technology, virtual assistants, audiobook narration, voiceovers, gaming, and more.

Key Features:

• Voice Cloning: Replicates a user's voice using just a few seconds of recorded audio.

• Natural Text-to-Speech: Converts text input into human-like speech using deep learning-based TTS models.

• Multilingual Support: Generates speech in multiple languages and accents.

• Emotion Control (Optional): Modulates tone (e.g., happy, sad, serious) in generated speech.

• User Interface: Provides a simple UI for users to enter text, upload audio, and generate speech.

Technologies Used:

• Programming Language: Python

• Voice Cloning Models: Resemble, SV2TTS (Real-Time Voice Cloning), Descript Overdub

• TTS Engines: Tacotron 2, FastSpeech, WaveNet, or VITS (Variational Inference TTS)

• Audio Processing: Librosa, PyDub, NumPy

• Frontend (Optional): Streamlit / Flask Web App

• Hardware (Optional): GPU acceleration for faster training and inference

Use Cases:

• Creating personalized virtual assistants or digital avatars.

• Generating audiobooks in the author’s or a selected narrator’s voice.

• Giving a voice to individuals with speech impairments.

• Producing synthetic voiceovers for videos, games, or animation.

• Dubbing content in different voices or languages.

Benefits:

• Makes content more engaging and accessible.

• Saves time and cost compared to manual voice recordings.

• Personalizes human-computer interaction with cloned voices.

• Offers creative tools for content creators, educators, and marketers.