{"id":13751057,"url":"https://github.com/labex-labs/practice-data-science-programming-projects","last_synced_at":"2025-05-04T06:32:04.779Z","repository":{"id":243020783,"uuid":"811225373","full_name":"labex-labs/practice-data-science-programming-projects","owner":"labex-labs","description":"Practice Data Science Programming Projects | This repo collects 87 of programming projects for Data Science. Data Science is at the forefront of technological innovation. This Skill Tree provides a comprehensive, beginner-friendly journey into the world of data analysis and interpretation. 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This Skill Tree provides a comprehensive, beginner-friendly journey into the world of data analysis and interpretation. Following a well-structured roadmap, you'll learn essential concepts and tools through hands-on, non-video courses. Practical exercises in the interactive playground will solidify your skills in statistical analysis, machine learning, and data visualization.\n\n|   Index | Name                                                                                                                                                | Level   | Project Link                                                                                        |\n|---------|-----------------------------------------------------------------------------------------------------------------------------------------------------|---------|-----------------------------------------------------------------------------------------------------|\n|      01 | [ASCII Art Animation With OpenCV](https://labex.io/courses/project-ascii-art-animation-with-opencv)                                                 | ★☆☆     | [🚀 Start](https://labex.io/courses/project-ascii-art-animation-with-opencv)                         |\n|      02 | [Gravitational Simulation of Earth and Super Jupiter](https://labex.io/courses/project-gravitational-simulation-of-earth-and-super-jupiter)         | ★☆☆     | [🚀 Start](https://labex.io/courses/project-gravitational-simulation-of-earth-and-super-jupiter)     |\n|      03 | [Manage MySQL User Permissions](https://labex.io/courses/project-user-permission-management)                                                        | ★☆☆     | [🚀 Start](https://labex.io/courses/project-user-permission-management)                              |\n|      04 | [Classifying Iris Using SVM](https://labex.io/courses/project-classifying-iris-using-svm)                                                           | ★☆☆     | [🚀 Start](https://labex.io/courses/project-classifying-iris-using-svm)                              |\n|      05 | [Credit Card Holder Risk Prediction](https://labex.io/courses/project-credit-card-holder-risk-prediction)                                           | ★☆☆     | [🚀 Start](https://labex.io/courses/project-credit-card-holder-risk-prediction)                      |\n|      06 | [K-Nearest Neighbors Regression Algorithm Implementation](https://labex.io/courses/project-k-nearest-neighbors-regression-algorithm-implementation) | ★☆☆     | [🚀 Start](https://labex.io/courses/project-k-nearest-neighbors-regression-algorithm-implementation) |\n|      07 | [Linear Regression Fitting and Plotting](https://labex.io/courses/project-linear-regression-fitting-and-plotting)                                   | ★☆☆     | [🚀 Start](https://labex.io/courses/project-linear-regression-fitting-and-plotting)                  |\n|      08 | [Implementing Minkowski Distance Metric](https://labex.io/courses/project-implementing-minkowski-distance-metric)                                   | ★☆☆     | [🚀 Start](https://labex.io/courses/project-implementing-minkowski-distance-metric)                  |\n|      09 | [Implementation of Polynomial Regression](https://labex.io/courses/project-polynomial-regression-implementation-and-application)                    | ★☆☆     | [🚀 Start](https://labex.io/courses/project-polynomial-regression-implementation-and-application)    |\n|      10 | [Simple Handwritten Character Recognition Classifier](https://labex.io/courses/project-simple-handwritten-character-recognition-classifier)         | ★☆☆     | [🚀 Start](https://labex.io/courses/project-simple-handwritten-character-recognition-classifier)     |\n|      11 | [A Simple Course Database](https://labex.io/courses/project-a-simple-course-database)                                                               | ★☆☆     | [🚀 Start](https://labex.io/courses/project-a-simple-course-database)                                |\n|      12 | [Managing Database Indexes in MySQL](https://labex.io/courses/project-add-course-index)                                                             | ★☆☆     | [🚀 Start](https://labex.io/courses/project-add-course-index)                                        |\n|      13 | [Add Student Personal Information](https://labex.io/courses/project-add-student-personal-information)                                               | ★☆☆     | [🚀 Start](https://labex.io/courses/project-add-student-personal-information)                        |\n|      14 | [Adding Constraints to the Course Schedule](https://labex.io/courses/project-adding-constraints-to-the-course-schedule)                             | ★☆☆     | [🚀 Start](https://labex.io/courses/project-adding-constraints-to-the-course-schedule)               |\n|      15 | [Adding Unique Constraint to City Names](https://labex.io/courses/project-adding-unique-constraint-to-city-names)                                   | ★☆☆     | [🚀 Start](https://labex.io/courses/project-adding-unique-constraint-to-city-names)                  |\n|      16 | [Average Salaries Per Department ](https://labex.io/courses/project-average-salaries-per-department-descending)                                     | ★☆☆     | [🚀 Start](https://labex.io/courses/project-average-salaries-per-department-descending)              |\n|      17 | [Backup MySQL Database with Mysqldump](https://labex.io/courses/project-backup-data-table)                                                          | ★☆☆     | [🚀 Start](https://labex.io/courses/project-backup-data-table)                                       |\n|      18 | [Biology Course Alumni Search](https://labex.io/courses/project-biology-course-alumni-search)                                                       | ★☆☆     | [🚀 Start](https://labex.io/courses/project-biology-course-alumni-search)                            |\n|      19 | [Calculate User's Encrypted Password](https://labex.io/courses/project-calculate-users-encrypted-password)                                          | ★☆☆     | [🚀 Start](https://labex.io/courses/project-calculate-users-encrypted-password)                      |\n|      20 | [Change Default Value for Countrylanguage Table](https://labex.io/courses/project-change-default-value-for-countrylanguage-table)                   | ★☆☆     | [🚀 Start](https://labex.io/courses/project-change-default-value-for-countrylanguage-table)          |\n|      21 | [Cities With Over One Million Population](https://labex.io/courses/project-cities-with-over-one-million-population)                                 | ★☆☆     | [🚀 Start](https://labex.io/courses/project-cities-with-over-one-million-population)                 |\n|      22 | [City Names and Respective Countries](https://labex.io/courses/project-city-names-and-respective-countries)                                         | ★☆☆     | [🚀 Start](https://labex.io/courses/project-city-names-and-respective-countries)                     |\n|      23 | [Database Management and SQL Self-Join](https://labex.io/courses/project-city-province-query)                                                       | ★☆☆     | [🚀 Start](https://labex.io/courses/project-city-province-query)                                     |\n|      24 | [Columbus Discovery of the New World](https://labex.io/courses/project-columbus-discovery-of-the-new-world)                                         | ★☆☆     | [🚀 Start](https://labex.io/courses/project-columbus-discovery-of-the-new-world)                     |\n|      25 | [Comprehensive Operation of Basic Functions](https://labex.io/courses/project-comprehensive-challenge-of-basic-functions)                           | ★☆☆     | [🚀 Start](https://labex.io/courses/project-comprehensive-challenge-of-basic-functions)              |\n|      26 | [Comprehensive Challenge of This Section](https://labex.io/courses/project-comprehensive-challenge-of-this-section)                                 | ★☆☆     | [🚀 Start](https://labex.io/courses/project-comprehensive-challenge-of-this-section)                 |\n|      27 | [Comprehensive Operation of Conversion Functions](https://labex.io/courses/project-comprehensive-challenge-on-conversion-functions)                 | ★☆☆     | [🚀 Start](https://labex.io/courses/project-comprehensive-challenge-on-conversion-functions)         |\n|      28 | [Database Constraint Design and Implementation](https://labex.io/courses/project-constraints-comprehensive)                                         | ★☆☆     | [🚀 Start](https://labex.io/courses/project-constraints-comprehensive)                               |\n|      29 | [Countries and Codes in Region](https://labex.io/courses/project-countries-and-codes-in-region)                                                     | ★☆☆     | [🚀 Start](https://labex.io/courses/project-countries-and-codes-in-region)                           |\n|      30 | [Countries With 1 Billion+ Population](https://labex.io/courses/project-countries-with-1-billion-population)                                        | ★☆☆     | [🚀 Start](https://labex.io/courses/project-countries-with-1-billion-population)                     |\n|      31 | [Accessing MySQL Database and Querying GNP](https://labex.io/courses/project-country-gdp-query)                                                     | ★☆☆     | [🚀 Start](https://labex.io/courses/project-country-gdp-query)                                       |\n|      32 | [Country GNP and Population Query](https://labex.io/courses/project-country-gnp-and-population-query)                                               | ★☆☆     | [🚀 Start](https://labex.io/courses/project-country-gnp-and-population-query)                        |\n|      33 | [Creating Stored Procedures for Course Data Retrieval](https://labex.io/courses/project-course-statistics)                                          | ★☆☆     | [🚀 Start](https://labex.io/courses/project-course-statistics)                                       |\n|      34 | [Creating Secure MySQL User Accounts](https://labex.io/courses/project-create-user)                                                                 | ★☆☆     | [🚀 Start](https://labex.io/courses/project-create-user)                                             |\n|      35 | [Creating Product Information Table](https://labex.io/courses/project-creating-product-information-table)                                           | ★☆☆     | [🚀 Start](https://labex.io/courses/project-creating-product-information-table)                      |\n|      36 | [SQL Queries for Student Course Analysis](https://labex.io/courses/project-database-enhancement)                                                    | ★☆☆     | [🚀 Start](https://labex.io/courses/project-database-enhancement)                                    |\n|      37 | [MySQL Database Management Fundamentals](https://labex.io/courses/project-ddl-related-operations)                                                   | ★☆☆     | [🚀 Start](https://labex.io/courses/project-ddl-related-operations)                                  |\n|      38 | [Mastering Database Management with SQL](https://labex.io/courses/project-delete-city-table)                                                        | ★☆☆     | [🚀 Start](https://labex.io/courses/project-delete-city-table)                                       |\n|      39 | [Delete Course Schedule View Data](https://labex.io/courses/project-delete-course-schedule-view-data)                                               | ★☆☆     | [🚀 Start](https://labex.io/courses/project-delete-course-schedule-view-data)                        |\n|      40 | [Delete Expired Course Information](https://labex.io/courses/project-delete-expired-course-information)                                             | ★☆☆     | [🚀 Start](https://labex.io/courses/project-delete-expired-course-information)                       |\n|      41 | [Comprehensive MySQL Data Manipulation](https://labex.io/courses/project-dml-comprehensive-challenge)                                               | ★☆☆     | [🚀 Start](https://labex.io/courses/project-dml-comprehensive-challenge)                             |\n|      42 | [SQL Querying for Employee Data](https://labex.io/courses/project-employee-data-filtering)                                                          | ★☆☆     | [🚀 Start](https://labex.io/courses/project-employee-data-filtering)                                 |\n|      43 | [Mastering MySQL Database Management](https://labex.io/courses/project-empty-city-data)                                                             | ★☆☆     | [🚀 Start](https://labex.io/courses/project-empty-city-data)                                         |\n|      44 | [Format Query for Teacher Salary](https://labex.io/courses/project-format-query-for-teacher-salary)                                                 | ★☆☆     | [🚀 Start](https://labex.io/courses/project-format-query-for-teacher-salary)                         |\n|      45 | [General Function Comprehensive Challenge](https://labex.io/courses/project-general-function-comprehensive-challenge)                               | ★☆☆     | [🚀 Start](https://labex.io/courses/project-general-function-comprehensive-challenge)                |\n|      46 | [Accessing MySQL Database and SQL Querying](https://labex.io/courses/project-group-comprehensive-challenge)                                         | ★☆☆     | [🚀 Start](https://labex.io/courses/project-group-comprehensive-challenge)                           |\n|      47 | [Identify MVP Recipient in Game](https://labex.io/courses/project-identify-mvp-recipient-in-game)                                                   | ★☆☆     | [🚀 Start](https://labex.io/courses/project-identify-mvp-recipient-in-game)                          |\n|      48 | [Mastering Database Joins for Personnel Data](https://labex.io/courses/project-join-query-comprehensive-challenge)                                  | ★☆☆     | [🚀 Start](https://labex.io/courses/project-join-query-comprehensive-challenge)                      |\n|      49 | [Largest Population by Country](https://labex.io/courses/project-largest-population-by-country)                                                     | ★☆☆     | [🚀 Start](https://labex.io/courses/project-largest-population-by-country)                           |\n|      50 | [Largest Population in Five Countries](https://labex.io/courses/project-largest-population-in-five-countries)                                       | ★☆☆     | [🚀 Start](https://labex.io/courses/project-largest-population-in-five-countries)                    |\n|      51 | [Create MySQL Maximum Value Function](https://labex.io/courses/project-maximum-value-judgment)                                                      | ★☆☆     | [🚀 Start](https://labex.io/courses/project-maximum-value-judgment)                                  |\n|      52 | [Modifying MySQL Database Table Constraints](https://labex.io/courses/project-modify-countrylanguage-table)                                         | ★☆☆     | [🚀 Start](https://labex.io/courses/project-modify-countrylanguage-table)                            |\n|      53 | [Modify Primary Key of Countrylanguage Table](https://labex.io/courses/project-modify-primary-key-of-countrylanguage-table)                         | ★☆☆     | [🚀 Start](https://labex.io/courses/project-modify-primary-key-of-countrylanguage-table)             |\n|      54 | [Modify Student Table Attributes](https://labex.io/courses/project-modify-student-table-attributes)                                                 | ★☆☆     | [🚀 Start](https://labex.io/courses/project-modify-student-table-attributes)                         |\n|      55 | [Mastering MySQL Data Analysis](https://labex.io/courses/project-multiple-line-function-comprehensive-challenge)                                    | ★☆☆     | [🚀 Start](https://labex.io/courses/project-multiple-line-function-comprehensive-challenge)          |\n|      56 | [Number of Users With Modify Permissions](https://labex.io/courses/project-number-of-users-with-modify-permissions)                                 | ★☆☆     | [🚀 Start](https://labex.io/courses/project-number-of-users-with-modify-permissions)                 |\n|      57 | [Obtain Pi With Two Decimals](https://labex.io/courses/project-obtain-pi-with-two-decimals)                                                         | ★☆☆     | [🚀 Start](https://labex.io/courses/project-obtain-pi-with-two-decimals)                             |\n|      58 | [Official Languages in Various Countries](https://labex.io/courses/project-official-languages-in-various-countries)                                 | ★☆☆     | [🚀 Start](https://labex.io/courses/project-official-languages-in-various-countries)                 |\n|      59 | [Personnel Management System Database Setup](https://labex.io/courses/project-personnel-management-system-database-setup)                           | ★☆☆     | [🚀 Start](https://labex.io/courses/project-personnel-management-system-database-setup)              |\n|      60 | [Print Current Login User Information](https://labex.io/courses/project-print-current-login-user-information)                                       | ★☆☆     | [🚀 Start](https://labex.io/courses/project-print-current-login-user-information)                    |\n|      61 | [Printing Current Time with MySQL](https://labex.io/courses/project-print-current-time)                                                             | ★☆☆     | [🚀 Start](https://labex.io/courses/project-print-current-time)                                      |\n|      62 | [Print Standard Body Temperature in Fahrenheit](https://labex.io/courses/project-print-standard-body-temperature-in-fahrenheit)                     | ★☆☆     | [🚀 Start](https://labex.io/courses/project-print-standard-body-temperature-in-fahrenheit)           |\n|      63 | [Query City Information for Specified IDs](https://labex.io/courses/project-query-city-information-for-specified-ids)                               | ★☆☆     | [🚀 Start](https://labex.io/courses/project-query-city-information-for-specified-ids)                |\n|      64 | [Query City Names With Country](https://labex.io/courses/project-query-city-names-with-country)                                                     | ★☆☆     | [🚀 Start](https://labex.io/courses/project-query-city-names-with-country)                           |\n|      65 | [Query GDP for All Countries](https://labex.io/courses/project-query-gdp-for-all-countries)                                                         | ★☆☆     | [🚀 Start](https://labex.io/courses/project-query-gdp-for-all-countries)                             |\n|      66 | [Query Is So Slow](https://labex.io/courses/project-query-is-so-slow)                                                                               | ★☆☆     | [🚀 Start](https://labex.io/courses/project-query-is-so-slow)                                        |\n|      67 | [Query Population of All Countries](https://labex.io/courses/project-query-population-of-all-countries)                                             | ★☆☆     | [🚀 Start](https://labex.io/courses/project-query-population-of-all-countries)                       |\n|      68 | [SQL Database Creation and Non-Equijoin Query](https://labex.io/courses/project-query-user-level)                                                   | ★☆☆     | [🚀 Start](https://labex.io/courses/project-query-user-level)                                        |\n|      69 | [Query User Levels With Left Join](https://labex.io/courses/project-query-user-levels-with-left-join)                                               | ★☆☆     | [🚀 Start](https://labex.io/courses/project-query-user-levels-with-left-join)                        |\n|      70 | [Querying Country Codes Range](https://labex.io/courses/project-querying-country-codes-range)                                                       | ★☆☆     | [🚀 Start](https://labex.io/courses/project-querying-country-codes-range)                            |\n|      71 | [Querying Official Languages and Sorting](https://labex.io/courses/project-querying-official-languages-and-sorting)                                 | ★☆☆     | [🚀 Start](https://labex.io/courses/project-querying-official-languages-and-sorting)                 |\n|      72 | [Querying Official Languages of Each Country](https://labex.io/courses/project-querying-official-languages-of-each-country)                         | ★☆☆     | [🚀 Start](https://labex.io/courses/project-querying-official-languages-of-each-country)             |\n|      73 | [Reverse Print File Content Command](https://labex.io/courses/project-reverse-print-file-content-command)                                           | ★☆☆     | [🚀 Start](https://labex.io/courses/project-reverse-print-file-content-command)                      |\n|      74 | [Right Outer Join Query User Level](https://labex.io/courses/project-right-outer-join-query-user-level)                                             | ★☆☆     | [🚀 Start](https://labex.io/courses/project-right-outer-join-query-user-level)                       |\n|      75 | [Salary Range for Teachers by Department.](https://labex.io/courses/project-salary-range-for-teachers-by-department)                                | ★☆☆     | [🚀 Start](https://labex.io/courses/project-salary-range-for-teachers-by-department)                 |\n|      76 | [Search for Favorite Courses](https://labex.io/courses/project-search-for-favorite-courses)                                                         | ★☆☆     | [🚀 Start](https://labex.io/courses/project-search-for-favorite-courses)                             |\n|      77 | [Stored Procedure Cursor Database Retrieval](https://labex.io/courses/project-spring-course-information)                                            | ★☆☆     | [🚀 Start](https://labex.io/courses/project-spring-course-information)                               |\n|      78 | [Student Grade Management System](https://labex.io/courses/project-student-grade-management-system)                                                 | ★☆☆     | [🚀 Start](https://labex.io/courses/project-student-grade-management-system)                         |\n|      79 | [Creating Database Views in MySQL](https://labex.io/courses/project-student-table-view)                                                             | ★☆☆     | [🚀 Start](https://labex.io/courses/project-student-table-view)                                      |\n|      80 | [Mastering SQL Subqueries for Data Analysis](https://labex.io/courses/project-subquery-comprehensive-challenge)                                     | ★☆☆     | [🚀 Start](https://labex.io/courses/project-subquery-comprehensive-challenge)                        |\n|      81 | [Top 5 Countries by Land Area](https://labex.io/courses/project-top-5-countries-by-land-area)                                                       | ★☆☆     | [🚀 Start](https://labex.io/courses/project-top-5-countries-by-land-area)                            |\n|      82 | [Updating Student GPA in MySQL Database](https://labex.io/courses/project-update-gpa)                                                               | ★☆☆     | [🚀 Start](https://labex.io/courses/project-update-gpa)                                              |\n|      83 | [Creating and Updating Database Views](https://labex.io/courses/project-update-student-view)                                                        | ★☆☆     | [🚀 Start](https://labex.io/courses/project-update-student-view)                                     |\n|      84 | [View for Course Information](https://labex.io/courses/project-view-for-course-information)                                                         | ★☆☆     | [🚀 Start](https://labex.io/courses/project-view-for-course-information)                             |\n|      85 | [Exploring MySQL User Permissions](https://labex.io/courses/project-view-user-permissions)                                                          | ★☆☆     | [🚀 Start](https://labex.io/courses/project-view-user-permissions)                                   |\n|      86 | [Wuxu Reform Duration 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