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Semi-supervised Learning: Uses a mix of labeled and unlabeled data. Onder DL: A specialized form of Machine Learning using deep artificial neural networks (with many layers) to model complex patterns in large datasets. Deep learning: Dit zijn artificiële neurale netwerken, geïnspireerd op de opbouw van het biologische brein. Deze algoritmes bestaan uit verschillende lagen, waarbij elke laag nieuwe eigenschappen leert van de gegevens. Neem bijvoorbeeld het herkennen van een kat: door algoritmes te voorzien van veel voorbeelden, leren ze kenmerken (vacht, poten, ogen, oren) te herkennen. Ze kunnen zichzelf trainen en verder verbeteren. Andere voorbeelden waarbij deep learning wordt toegepast zijn de zelfrijdende auto en realtime spraakvertaling. CNN: Convolutional Neural Networks (CNNs), bijvoorbeeld voor afbeeldingen. RNN: Recurrent Neural Networks Transformers: voor sequences (text, audio) Handles unstructured data (images, audio, text) and powers advanced AI like self-driving cars, speech recognition, and generative AI.
An abstract image of a digital brain, neural network, or complex data flow, showcasing a web of interconnected glowing lines and dots on a black background. The top half of the image features a dense network of thin, glowing blue and cyan lines connecting numerous small, bright blue and cyan dots, resembling neurons or data nodes. These lines and dots are scattered across the dark background, creating a sense of depth and intricate connections.
From the left side of the image, a vibrant stream of orange and yellow lines converges and flows towards the right, appearing to intersect or merge with the blue network. This stream of lines is thickest and most intensely colored in shades of red and deep orange on the far left, gradually transitioning to bright yellow as it extends across the center of the image. The lines in this stream are dynamic, suggesting movement or a burst of energy.
The bottom half of the image is a reflection of the top, indicating a glossy or mirrored surface. The blue and cyan network of lines and dots is mirrored below, albeit slightly softer and less distinct, creating a symmetrical yet slightly diffused appearance. The orange and yellow stream of lines is also reflected, contributing to the sense of depth and a vast, interconnected digital space.
The overall color