AutoTrain
AutoTrain enables anyone to train high-quality machine learning models without writing code or having deep ML knowledge.
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Key Features
- No-Code Training: Simple web interface for model training
- Multiple Tasks: Text classification, NER, question answering, image classification
- Automatic Optimization: Hyperparameter tuning and model selection
- Data Validation: Automatic data quality checks
- Cloud Training: Scalable training infrastructure
AI Development Applications
- Custom Code Models: Train models on your codebase
- Bug Detection: Create models to identify code issues
- Code Classification: Categorize code by functionality
- Documentation QA: Train models to answer questions about your docs
- API Classification: Automatically categorize API endpoints
Supported Tasks
- Text Classification: Sentiment, intent, topic classification
- Named Entity Recognition: Extract entities from text
- Question Answering: Build custom QA systems
- Image Classification: Computer vision tasks
- Tabular Data: Structured data prediction
Training Process
- Upload Data: CSV, JSON, or connect to Hub datasets
- Configure: Select task type and model parameters
- Train: Automated training with progress monitoring
- Evaluate: Automatic model evaluation and metrics
- Deploy: Push trained model to Hub for inference