What Are AI Frameworks?
AI frameworks provide structured environments for building, training, and deploying machine learning models using pre-designed algorithms and APIs.
Modular Design
Pre-built components for data processing, model training, and evaluation.
Community Support
Vibrant developer communities providing tutorials, plugins, and solutions.
Top AI Frameworks
TensorFlow
Google's open-source framework for machine learning on multiple platforms.
PyTorch
Facebook's library for tensor computation with dynamic computation graphs.
Keras
High-level API for building neural networks with Python.
Scikit-Learn
Simplified tools for data mining, clustering, and classification in Python.
Real-World Applications
Autonomous Vehicles
Framework-driven computer vision models for real-time navigation.
Healthcare Diagnostics
AI models analyzing medical images for early disease detection.
Natural Language
Processing frameworks enabling chatbots, translation, and sentiment analysis.