Build a Fully Functional 11Labs Clone

A comprehensive guide to building an AI voice and sound effect generator, featuring text-to-speech, voice conversion, and text-to-sound effects. The course covers fine-tuning popular AI models (Style TTS2, Seed VC, Make-An-Audio), self-hosting on AWS with Docker, and integrating with a NextJS frontend.

Coursified Library ↗

source: Andreas Trolle

Outline · 13 modules · quiz after each

01Introduction and Project OverviewDemonstration of the 11Labs clone features including text-to-speech, voice changer, and sound effect generator2 min

02Tech Stack and Workflow OverviewOverview of the technology stack: Docker, AWS (EC2, S3, ECR, IAM), NextJS, Python, and FastAPI1 min

03AI Model Features and CapabilitiesDescription of the three core models: Style TTS2 (text-to-speech), Seed VC (voice conversion), and Make-An-Audio (text-to-sound effects)3 min

04Self-Hosting Strategy and Model SelectionComparison of self-hosting models versus using external APIs, weighing customization against maintenance2 min

05Practical Model Selection on GitHubWalkthrough of searching and evaluating text-to-speech repositories based on stars, recency, and documentation3 min

06AWS Infrastructure and ServicesPlanning EC2 instances (G5.xlarge) for both fine-tuning and deployment, including GPU quota management6 min

07Fine-Tuning Concepts and Data PreparationDefining fine-tuning as adapting a pre-trained model to specific data rather than training from scratch6 min

08Fine-Tuning Workflow and DockerStep-by-step workflow from building a Docker image locally to running the fine-tuning job on EC24 min

09Docker Fundamentals for AIExplanation of Docker as an isolated environment to resolve dependency conflicts (e.g., different PyTorch versions)6 min

10API Deployment and OrchestrationUsing Docker Compose to orchestrate multiple FastAPI services for different models on a single EC2 instance3 min

11Data Flow for Text-to-SpeechEnd-to-end flow: User inputs text, backend runs inference, uploads audio to S3, and returns a link for playback3 min

12Data Flow for Sound Effects and Voice ConversionText-to-SFX workflow: generating audio from text descriptions and storing the output in S33 min

13NextJS Backend ArchitectureUnderstanding NextJS as both a client (React) and a server-side (NodeJS) application2 min

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Details

Duration5h 39m

Assessment12 questions · pass 70%

Quiz questions62

LanguageEnglish

CertificateYes · verifiable

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