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Build AI Course Recommender

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by weaver dot icon Updated: Jun 8, 2022

Solution Kit Solution Kit  

The use case of AI Course Recommender System is to provide personalized recommendation to the user based on their interest, course they can take and their current knowledge. This system will be able to recommend course based on user’s interest, current knowledge, analytical view of students’ performance in mathematics and recommends if a student can consider math subject for his/ her higher education. The recommended course will be based on the information of user’s profile, analysis of grades of students, visualization of patterns, prediction of grade in final test, and some rules that were set by their instructor. Using machine learning algorithms, we can train our model on a set of data and then predict the ratings for new items. This is all done in Python using numpy, pandas, matplotlib, scikit-learn and seaborn. kandi kit provides you with a fully deployable AI Course Recommender System. Source code included so that you can customize it for your requirement.

Deployment Information

Our complete solution and all dependent assets are available in the below library project. This is a fully working deployable project for demo.

The entire solution is available as a package to download and install from the source code repository. Follow below instructions to download and deploy the solution. 1. Navigate to the repository by clicking the component under Kit Solution Source section 2. Clone the repository 3. Locate requirements.txt file to find all the dependencies 4. Run the command 'pip install -r requirements.txt' to install all the dependencies 5. Open the Jupyter Notebook from the package as entire solution is available in the form of Jupyter Notebook 6. Execute all the cells in Jupyter Notebook If there're any challenges while installing dependencies, run the command below to upgrade pip and try again. python -m pip install --upgrade pip

Development Environment

VSCode and Jupyter Notebook are used for development and debugging. Jupyter Notebook is a web based interactive environment often used for experiments, whereas VSCode is used to get a typical experience of IDE for developers.

notebookby jupyter

Jupyter Notebook doticonstar image 9901 doticonVersion:v7.0.0a18doticon
License: Permissive (BSD-3-Clause)

Jupyter Interactive Notebook

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            notebookby jupyter

            Jupyter Notebook doticon star image 9901 doticonVersion:v7.0.0a18doticon License: Permissive (BSD-3-Clause)

            Jupyter Interactive Notebook
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                      vscodeby microsoft

                      TypeScript doticonstar image 144232 doticonVersion:1.76.2doticon
                      License: Permissive (MIT)

                      Visual Studio Code

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                                vscodeby microsoft

                                TypeScript doticon star image 144232 doticonVersion:1.76.2doticon License: Permissive (MIT)

                                Visual Studio Code
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                                          Data Mining

                                          Our solution integrates data from various sources, and we have used below libraries for exploring patterns in these data and understanding correlation between the features.

                                          numpyby numpy

                                          Python doticonstar image 23036 doticonVersion:v1.24.2doticon
                                          License: Permissive (BSD-3-Clause)

                                          The fundamental package for scientific computing with Python.

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                                                    numpyby numpy

                                                    Python doticon star image 23036 doticonVersion:v1.24.2doticon License: Permissive (BSD-3-Clause)

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

                                                              Python doticonstar image 37428 doticonVersion:v2.0.0rc1doticon
                                                              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 37428 doticonVersion:v2.0.0rc1doticon 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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                                                                                  Data Visualisation

                                                                                  The patterns and relationships are identified by representing data visually and below libraries are used.

                                                                                  matplotlibby matplotlib

                                                                                  Python doticonstar image 17088 doticonVersion:v3.7.1doticon
                                                                                  no licences License: No License (null)

                                                                                  matplotlib: plotting with Python

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                                                                                            matplotlibby matplotlib

                                                                                            Python doticon star image 17088 doticonVersion:v3.7.1doticonno licences License: No License

                                                                                            matplotlib: plotting with Python
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                                                                                                      seabornby mwaskom

                                                                                                      Python doticonstar image 10513 doticonVersion:v0.12.2doticon
                                                                                                      License: Permissive (BSD-3-Clause)

                                                                                                      Statistical data visualization in Python

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                                                                                                                seabornby mwaskom

                                                                                                                Python doticon star image 10513 doticonVersion:v0.12.2doticon License: Permissive (BSD-3-Clause)

                                                                                                                Statistical data visualization in Python
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                                                                                                                          Machine learning

                                                                                                                          Below libraries and model collections helps to create the machine learning models for the core prediction of use case in our solution.

                                                                                                                          scikit-learnby scikit-learn

                                                                                                                          Python doticonstar image 53544 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 53544 doticonVersion:1.2.2doticon License: Permissive (BSD-3-Clause)

                                                                                                                                    scikit-learn: machine learning in Python
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                                                                                                                                              tensorflowby tensorflow

                                                                                                                                              C++ doticonstar image 172559 doticonVersion:v2.12.0doticon
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                                                                                                                                              An Open Source Machine Learning Framework for Everyone

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                                                                                                                                                        tensorflowby tensorflow

                                                                                                                                                        C++ doticon star image 172559 doticonVersion:v2.12.0doticon License: Permissive (Apache-2.0)

                                                                                                                                                        An Open Source Machine Learning Framework for Everyone
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                                                                                                                                                                  pytorchby pytorch

                                                                                                                                                                  C++ doticonstar image 64522 doticonVersion:v2.0.0doticon
                                                                                                                                                                  License: Others (Non-SPDX)

                                                                                                                                                                  Tensors and Dynamic neural networks in Python with strong GPU acceleration

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                                                                                                                                                                            pytorchby pytorch

                                                                                                                                                                            C++ doticon star image 64522 doticonVersion:v2.0.0doticon License: Others (Non-SPDX)

                                                                                                                                                                            Tensors and Dynamic neural networks in Python with strong GPU acceleration
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                                                                                                                                                                                      Kit Solution Source

                                                                                                                                                                                      student-grade-analyticsby balaji-munusamy

                                                                                                                                                                                      Jupyter Notebook doticonstar image 0 doticonVersion:Currentdoticon
                                                                                                                                                                                      License: Permissive (Apache-2.0)

                                                                                                                                                                                      Analyse academic and non-academic information of students and predict grades

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                                                                                                                                                                                                student-grade-analyticsby balaji-munusamy

                                                                                                                                                                                                Jupyter Notebook doticon star image 0 doticonVersion:Currentdoticon License: Permissive (Apache-2.0)

                                                                                                                                                                                                Analyse academic and non-academic information of students and predict grades
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