9 best Python Predictive Analytics libraries in 2024

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by marketing.admin@openweaver.com dot icon Updated: Feb 3, 2023

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The Python programming language is one of the most popular languages in data science. It allows to quickly build prototypes in a short amount of time, and it has a large community. Predictive Analytics is the branch of data analytics which makes use of historical data and statistical algorithms to predict future events. Predictive analytics is an important element in the fields of business intelligence, marketing, finance and operations. Prediction is a branch of machine learning that deals with estimating the future outcome on the basis of given set of predictor or independent variables. The algorithms and techniques used in predictive modeling are based on pattern recognition and statistical techniques. Some of the most widely used open source libraries for Python Predictive Analytics among developers include: Sentiment-Analysis-in-Event-Driven-Stock-Price-Movement-Prediction - Use NLP to predict stock price movement associated with news;Time-series-prediction - A collection of time series prediction methods: rnn, seq2seq, cnn, wavenet, transformer, unet, nbeats; palladium - Framework for setting up predictive analytics services.

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License: Permissive (MIT)

Use NLP to predict stock price movement associated with news

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            Sentiment-Analysis-in-Event-Driven-Stock-Price-Movement-Predictionby WayneDW

            Python doticon star image 679 doticonVersion:Currentdoticon License: Permissive (MIT)

            Use NLP to predict stock price movement associated with news
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                      Python doticonstar image 684 doticonVersion:v0.0.6doticon
                      License: Permissive (MIT)

                      Time series deep learning models in TensorFlow-TFTS

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                                Time-series-predictionby LongxingTan

                                Python doticon star image 684 doticonVersion:v0.0.6doticon License: Permissive (MIT)

                                Time series deep learning models in TensorFlow-TFTS
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                                          palladiumby ottogroup

                                          Python doticonstar image 478 doticonVersion:Currentdoticon
                                          License: Permissive (Apache-2.0)

                                          Framework for setting up predictive analytics services

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                                                    palladiumby ottogroup

                                                    Python doticon star image 478 doticonVersion:Currentdoticon License: Permissive (Apache-2.0)

                                                    Framework for setting up predictive analytics services
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                                                              Python doticonstar image 493 doticonVersion:Currentdoticon
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                                                              Example of Multiple Multivariate Time Series Prediction with LSTM Recurrent Neural Networks in Python with Keras.

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                                                                        Predictive-Maintenance-using-LSTMby umbertogriffo

                                                                        Python doticon star image 493 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                        Example of Multiple Multivariate Time Series Prediction with LSTM Recurrent Neural Networks in Python with Keras.
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                                                                                  human-motion-predictionby una-dinosauria

                                                                                  Python doticonstar image 301 doticonVersion:Currentdoticon
                                                                                  License: Permissive (MIT)

                                                                                  Simple baselines and RNNs for predicting human motion in tensorflow. Presented at CVPR 17.

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                                                                                            human-motion-predictionby una-dinosauria

                                                                                            Python doticon star image 301 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                            Simple baselines and RNNs for predicting human motion in tensorflow. Presented at CVPR 17.
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                                                                                                      Python doticonstar image 424 doticonVersion:Currentdoticon
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                                                                                                      Contrastive Predictive Coding for Automatic Speaker Verification

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                                                                                                                Contrastive-Predictive-Coding-PyTorchby jefflai108

                                                                                                                Python doticon star image 424 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                                                Contrastive Predictive Coding for Automatic Speaker Verification
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                                                                                                                          Mask-Predictby facebookresearch

                                                                                                                          Python doticonstar image 161 doticonVersion:Currentdoticon
                                                                                                                          License: Others (Non-SPDX)

                                                                                                                          A masked language modeling objective to train a model to predict any subset of the target words, conditioned on both the input text and a partially masked target translation.

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                                                                                                                                    Mask-Predictby facebookresearch

                                                                                                                                    Python doticon star image 161 doticonVersion:Currentdoticon License: Others (Non-SPDX)

                                                                                                                                    A masked language modeling objective to train a model to predict any subset of the target words, conditioned on both the input text and a partially masked target translation.
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                                                                                                                                              composeby FeatureLabs

                                                                                                                                              Python doticonstar image 124 doticonVersion:v0.5.0doticon
                                                                                                                                              License: Permissive (BSD-3-Clause)

                                                                                                                                              A machine learning tool for automated prediction engineering. It allows you to easily structure prediction problems and generate labels for supervised learning.

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                                                                                                                                                        composeby FeatureLabs

                                                                                                                                                        Python doticon star image 124 doticonVersion:v0.5.0doticon License: Permissive (BSD-3-Clause)

                                                                                                                                                        A machine learning tool for automated prediction engineering. It allows you to easily structure prediction problems and generate labels for supervised learning.
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                                                                                                                                                                  motor-defect-detector-cppby intel-iot-devkit

                                                                                                                                                                  Python doticonstar image 5 doticonVersion:Currentdoticon
                                                                                                                                                                  License: Permissive (BSD-3-Clause)

                                                                                                                                                                  Predict performance issues with manufacturing equipment motors. Perform local or cloud analytics of the issues found, and then display the data on a user interface to determine when failures might arise.

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                                                                                                                                                                            motor-defect-detector-cppby intel-iot-devkit

                                                                                                                                                                            Python doticon star image 5 doticonVersion:Currentdoticon License: Permissive (BSD-3-Clause)

                                                                                                                                                                            Predict performance issues with manufacturing equipment motors. Perform local or cloud analytics of the issues found, and then display the data on a user interface to determine when failures might arise.
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