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Top Ten Python Libraries for Machine Learning and Deep Learning in 2024
TensorFlow
TensorFlow is a powerful open-source library widely used for research and production purposes at Google. It offers advanced features for building, training, and deploying machine learning models, making it the preferred choice for deep learning projects.
PyTorch
PyTorch is renowned for its adaptability, ease of use, and dynamic computational graph, making it a top choice for deep learning research and experimentation.
Scikit-learn
Scikit-learn is a popular machine-learning Python library that provides access to various classification, regression, and clustering algorithms, making it widely used for data mining and analysis.
Keras
Keras is a powerful and easy-to-use neural network library in Python that allows for quick building and training of deep learning models with simple and consistent high-level APIs.
XGBoost
XGBoost is designed to efficiently implement the Gradient Boosting framework, offering scalability and high performance for machine learning competitions and large-scale data challenges.
LightGBM
LightGBM is a gradient-boosting framework known for its speed, efficiency, lower memory usage, and better accuracy, making it highly efficient for handling large amounts of data.
JAX
JAX is a high-performance numerical computing library designed for high-speed machine learning research, offering capabilities for automatic differentiation and parallelization across hardware.
FastAI
FastAI aims to make deep learning more accessible by providing a high-level API that automates many details in training deep learning models, built on top of PyTorch.
Hugging Face Transformers
The Hugging Face Transformers library simplifies the process of obtaining and using pre-trained models for NLP tasks, making it a favorite in the NLP community.
OpenCV
OpenCV is a free and open-source software python library focusing on computer vision and machine learning, offering a unified platform for computer vision applications and machine perception use in commercial products.
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