7 Best CPP Machine Learning Libraries 2024

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by Kanika Maheshwari dot icon Updated: Feb 15, 2024

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Here are some famous C++ Machine Learning Libraries. Some C++ Machine Learning Libraries' are Image Recognition, Natural Language Processing, Speech Recognition, Machine Learning, and Robotics.


Cpp machine learning libraries are libraries of code written in the C++ programming language that provide a set of tools for creating and working with machine learning models. These libraries typically include algorithms for classification, regression, clustering, feature extraction, and other types of machine learning tasks.


Let us look at these libraries in detail below.

opencv

  • Includes a wide variety of image processing and computer vision algorithms.
  • Offers a wide range of machine learning algorithms to make development easier and faster.
  • Offers a modular structure which makes it easier to add new features as they become available.

opencvby opencv

C++ doticonstar image 69456 doticonVersion:4.7.0doticon
License: Permissive (Apache-2.0)

Open Source Computer Vision Library

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            opencvby opencv

            C++ doticon star image 69456 doticonVersion:4.7.0doticon License: Permissive (Apache-2.0)

            Open Source Computer Vision Library
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                      keras

                      • Stark contrast to other C++ machine learning libraries which require significant coding knowledge.
                      • Highly modular and extensible.
                      • Excellent support for convolutional neural networks.

                      kerasby keras-team

                      Python doticonstar image 58594 doticonVersion:v2.13.1-rc0doticon
                      License: Permissive (Apache-2.0)

                      Deep Learning for humans

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                                kerasby keras-team

                                Python doticon star image 58594 doticonVersion:v2.13.1-rc0doticon License: Permissive (Apache-2.0)

                                Deep Learning for humans
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                                          scikit-learn

                                          • Designed to be accessible to everyone, including novice programmers.
                                          • Provides built-in tools for model evaluation, selection and tuning.
                                          • Built-in support for parallel computing.

                                          scikit-learnby scikit-learn

                                          Python doticonstar image 54584 doticonVersion:1.2.2doticon
                                          License: Permissive (BSD-3-Clause)

                                          scikit-learn: machine learning in Python

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                                                    scikit-learnby scikit-learn

                                                    Python doticon star image 54584 doticonVersion:1.2.2doticon License: Permissive (BSD-3-Clause)

                                                    scikit-learn: machine learning in Python
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                                                              caffe

                                                              • Designed to scale to large datasets and large-scale deployments.
                                                              • Supports distributed training and provides data parallelism on multiple GPUs.
                                                              • Rich set of command-line tools for data pre-processing, model training and evaluation, and deployment.

                                                              caffeby BVLC

                                                              C++ doticonstar image 33414 doticonVersion:1.0doticon
                                                              License: Others (Non-SPDX)

                                                              Caffe: a fast open framework for deep learning.

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                                                                        caffeby BVLC

                                                                        C++ doticon star image 33414 doticonVersion:1.0doticon License: Others (Non-SPDX)

                                                                        Caffe: a fast open framework for deep learning.
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                                                                                  CNTK

                                                                                  • Built-in model-parallelism feature, which allows for distributed training of large models.
                                                                                  • Optimized to take advantage of multi-core CPUs, GPUs and other hardware accelerators.
                                                                                  • Provides an API for Python, which allows developers to use Python to write custom operations and build models.

                                                                                  CNTKby microsoft

                                                                                  C++ doticonstar image 17369 doticonVersion:v2.7doticon
                                                                                  License: Others (Non-SPDX)

                                                                                  Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit

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                                                                                            CNTKby microsoft

                                                                                            C++ doticon star image 17369 doticonVersion:v2.7doticon License: Others (Non-SPDX)

                                                                                            Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit
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                                                                                                      mlpack

                                                                                                      • Offers a variety of command line tools for quick and efficient machine learning tasks.
                                                                                                      • Designed to be extensible, allowing users to create custom machine learning algorithms.
                                                                                                      • Does not require compiling for each algorithm.

                                                                                                      mlpackby mlpack

                                                                                                      C++ doticonstar image 4421 doticonVersion:4.1.0doticon
                                                                                                      License: Others (Non-SPDX)

                                                                                                      mlpack: a fast, header-only C++ machine learning library

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                                                                                                                mlpackby mlpack

                                                                                                                C++ doticon star image 4421 doticonVersion:4.1.0doticon License: Others (Non-SPDX)

                                                                                                                mlpack: a fast, header-only C++ machine learning library
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                                                                                                                          shogun

                                                                                                                          • Wide range of preprocessing and post-processing tools to help with data analysis.
                                                                                                                          • Has an active community of developers, who are constantly updating and improving the library.

                                                                                                                          shogunby shogun-toolbox

                                                                                                                          C++ doticonstar image 2950 doticonVersion:shogun_6.1.4doticon
                                                                                                                          License: Permissive (BSD-3-Clause)

                                                                                                                          Shōgun

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                                                                                                                                    shogunby shogun-toolbox

                                                                                                                                    C++ doticon star image 2950 doticonVersion:shogun_6.1.4doticon License: Permissive (BSD-3-Clause)

                                                                                                                                    Shōgun
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