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by supriya3raturi dot icon Updated: Nov 1, 2021

Solution Kit Solution Kit  

This is Entrepreneurial Competency prediction project by Team Quintet.

Development Environment

We have used Jupyter Notebook for programming Python.

notebookby jupyter

Jupyter Notebook doticonstar image 10114 doticonVersion:v7.0.0b2doticon
License: Permissive (BSD-3-Clause)

Jupyter Interactive Notebook

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            notebookby jupyter

            Jupyter Notebook doticon star image 10114 doticonVersion:v7.0.0b2doticon License: Permissive (BSD-3-Clause)

            Jupyter Interactive Notebook
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                      Data Preprocessing

                      These libraries were helpful in pre-processing the data.

                      numpyby numpy

                      Python doticonstar image 23587 doticonVersion:v1.24.3doticon
                      License: Permissive (BSD-3-Clause)

                      The fundamental package for scientific computing with Python.

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                                numpyby numpy

                                Python doticon star image 23587 doticonVersion:v1.24.3doticon License: Permissive (BSD-3-Clause)

                                The fundamental package for scientific computing with Python.
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                                          pandasby pandas-dev

                                          Python doticonstar image 38499 doticonVersion:v2.0.2doticon
                                          License: Permissive (BSD-3-Clause)

                                          Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

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                                                    pandasby pandas-dev

                                                    Python doticon star image 38499 doticonVersion:v2.0.2doticon License: Permissive (BSD-3-Clause)

                                                    Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more
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                                                              matplotlibby matplotlib

                                                              Python doticonstar image 17428 doticonVersion:v3.7.1doticon
                                                              no licences License: No License (null)

                                                              matplotlib: plotting with Python

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                                                                        matplotlibby matplotlib

                                                                        Python doticon star image 17428 doticonVersion:v3.7.1doticonno licences License: No License

                                                                        matplotlib: plotting with Python
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                                                                                  seabornby mwaskom

                                                                                  Python doticonstar image 10737 doticonVersion:v0.12.2doticon
                                                                                  License: Permissive (BSD-3-Clause)

                                                                                  Statistical data visualization in Python

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                                                                                            seabornby mwaskom

                                                                                            Python doticon star image 10737 doticonVersion:v0.12.2doticon License: Permissive (BSD-3-Clause)

                                                                                            Statistical data visualization in Python
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                                                                                                      Machine Learning

                                                                                                      We have used sklearn, xgboost, lightgbm, catboost to build our model.

                                                                                                      scikit-learnby scikit-learn

                                                                                                      Python doticonstar image 54382 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 54382 doticonVersion:1.2.2doticon License: Permissive (BSD-3-Clause)

                                                                                                                scikit-learn: machine learning in Python
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                                                                                                                          xgboostby dmlc

                                                                                                                          C++ doticonstar image 24162 doticonVersion:v1.7.5doticon
                                                                                                                          License: Permissive (Apache-2.0)

                                                                                                                          Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow

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                                                                                                                                    xgboostby dmlc

                                                                                                                                    C++ doticon star image 24162 doticonVersion:v1.7.5doticon License: Permissive (Apache-2.0)

                                                                                                                                    Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow
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                                                                                                                                              catboostby catboost

                                                                                                                                              Python doticonstar image 7159 doticonVersion:v1.2doticon
                                                                                                                                              License: Permissive (Apache-2.0)

                                                                                                                                              A fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, regression and other machine learning tasks for Python, R, Java, C++. Supports computation on CPU and GPU.

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                                                                                                                                                        catboostby catboost

                                                                                                                                                        Python doticon star image 7159 doticonVersion:v1.2doticon License: Permissive (Apache-2.0)

                                                                                                                                                        A fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, regression and other machine learning tasks for Python, R, Java, C++. Supports computation on CPU and GPU.
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                                                                                                                                                                  LightGBMby microsoft

                                                                                                                                                                  C++ doticonstar image 14996 doticonVersion:v3.3.5doticon
                                                                                                                                                                  License: Permissive (MIT)

                                                                                                                                                                  A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks.

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                                                                                                                                                                            LightGBMby microsoft

                                                                                                                                                                            C++ doticon star image 14996 doticonVersion:v3.3.5doticon License: Permissive (MIT)

                                                                                                                                                                            A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks.
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                                                                                                                                                                                      Kit Solution Source

                                                                                                                                                                                      Jupyter Notebook doticonstar image 0 doticonVersion:Currentdoticon
                                                                                                                                                                                      no licences License: No License (null)

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                                                                                                                                                                                                BuildwithAI2021_Submissionby supriya-raturi

                                                                                                                                                                                                Jupyter Notebook doticon star image 0 doticonVersion:Currentdoticonno licences License: No License

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