The term "deep learning" refers to a subfield of artificial intelligence and machine learning that uses artificial neural networks with multiple processing layers. These systems can analyze large volumes of data, recognize patterns, and derive models for predictions, classifications, or automated decision-making. Deep learning is widely used in areas where complex data such as images, speech, text, sensor data, or transaction data needs to be processed.
Neural Networks: Creating, training, and applying multi-layer artificial neural networks to identify complex patterns.
Image and Object Recognition: Analyzing images or videos to identify objects, defects, people, products, or situations.
Speech Recognition: Converting spoken language into text and analyzing speech signals for assistant systems or service processes.
Natural Language Processing: Processing and analyzing human language, for example for text classification, summaries, translation, or chatbots.
Predictive Models: Generating forecasts based on large data sets, such as demand, failures, risks, or customer behavior.
Anomaly Detection: Identifying unusual patterns in data, for example in fraud detection, quality deviations, machine conditions, or cybersecurity events.
Automated Classification: Assigning data, documents, images, or business cases to predefined categories.
Model Training and Optimization: Training deep learning models with data and adjusting parameters to improve accuracy.
Business Process Integration: Embedding trained models into applications, workflows, production systems, or decision-making processes.
A manufacturing company uses deep learning to automatically detect quality defects in product images.
A customer service system analyzes incoming requests and suggests suitable responses or categories.
An insurance company identifies suspicious claims by analyzing historical case and transaction data.
A logistics company forecasts delivery times and demand trends based on large data sets.
A medical information system supports the evaluation of imaging data, such as X-ray or MRI scans.