What is Deep Learning?

Machine Learning 6 min read

Definition

Deep Learning is a subset of machine learning using artificial neural networks with multiple layers ("deep" networks) to learn hierarchical representations of data. These multiple layers progressively extract higher-level features from raw input, enabling the model to learn complex patterns without manual feature engineering.

Key Architectures

CNNs (Convolutional Neural Networks): Image recognition, object detection
RNNs/LSTMs: Sequence data, time series, text
Transformers: NLP, language models, attention mechanisms
GANs: Generative models, image synthesis

Real-World Applications

🖼️ Computer Vision

Facial recognition, autonomous vehicles, medical imaging

🗣️ Speech Recognition

Siri, Alexa, transcription services, voice assistants

💬 NLP

Machine translation, chatbots, text generation

🎮 Game Playing

AlphaGo, OpenAI Five, reinforcement learning