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# AI Solutions Framework
class AIEngine:
def __init__(self):
self.models = {
'nlp': ['BERT', 'GPT', 'T5'],
'vision': ['CNN', 'YOLO', 'ResNet'],
'prediction': ['XGBoost', 'LSTM', 'RandomForest']
}
self.accuracy = 0.95
self.processing_speed = '10x'
@staticmethod
def optimize_model(model_type: str):
return {
'performance': 'Enhanced',
'training_time': 'Reduced',
'accuracy': 'Improved'
}
async def process_data(self, data):
result = await self.analyze(data)
return self.enhance_output(result)
# Initialize AI Engine
ai_engine = AIEngine()
model = ai_engine.optimize_model('nlp')
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