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https://github.com/labex-labs/practice-data-science-programming-projects
[Practice Data Science Programming Projects] This repository collects 87 of programming projects for Data Science. Data Science learning path involves mastering core technologies such as Python programming, statistics, and foundational machine learning concepts. Then, you progress to exploring da...
https://github.com/labex-labs/practice-data-science-programming-projects
List: practice-data-science-programming-projects
awesome awesome-list data-science education hands-on labex programming projects
Last synced: about 1 month ago
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[Practice Data Science Programming Projects] This repository collects 87 of programming projects for Data Science. Data Science learning path involves mastering core technologies such as Python programming, statistics, and foundational machine learning concepts. Then, you progress to exploring da...
- Host: GitHub
- URL: https://github.com/labex-labs/practice-data-science-programming-projects
- Owner: labex-labs
- Created: 2024-06-06T07:24:27.000Z (3 months ago)
- Default Branch: master
- Last Pushed: 2024-08-01T01:37:13.000Z (about 2 months ago)
- Last Synced: 2024-08-02T04:28:46.210Z (about 2 months ago)
- Topics: awesome, awesome-list, data-science, education, hands-on, labex, programming, projects
- Homepage: https://labex.io/skilltrees/data-science
- Size: 24.4 KB
- Stars: 0
- Watchers: 2
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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- ultimate-awesome - practice-data-science-programming-projects - [Practice Data Science Programming Projects] This repository collects 87 of programming projects for Data Science. Data Science learning path involves mastering core technologies such as Python programming, statistics, and foundational machine learning concepts. Then, you progress to exploring da. (Other Lists / PowerShell Lists)
README
# Practice Data Science Programming Projects
Data Science learning path involves mastering core technologies such as Python programming, statistics, and foundational machine learning concepts. Then, you progress to exploring data processing and visualization tools like Pandas, NumPy, and Matplotlib. Next, you can delve into machine learning frameworks and libraries like Scikit-learn and TensorFlow, as well as knowledge in deep learning. Understanding data engineering aspects is also crucial, including skills in data cleaning, transformation, and storage technologies such as SQL and NoSQL databases. Continuous learning and hands-on practice through solving real-world problems and engaging in projects are essential for skill advancement.
| Index | Name | Level | Project Link |
|---------|-----------------------------------------------------------------------------------------------------------------------------------------------------|---------|-----------------------------------------------------------------------------------------------------|
| 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) |
| 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) |
| 03 | [Manage MySQL User Permissions](https://labex.io/courses/project-user-permission-management) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-user-permission-management) |
| 04 | [Classifying Iris Using SVM](https://labex.io/courses/project-classifying-iris-using-svm) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-classifying-iris-using-svm) |
| 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) |
| 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) |
| 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) |
| 08 | [Implementing Minkowski Distance Metric](https://labex.io/courses/project-implementing-minkowski-distance-metric) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-implementing-minkowski-distance-metric) |
| 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) |
| 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) |
| 11 | [A Simple Course Database](https://labex.io/courses/project-a-simple-course-database) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-a-simple-course-database) |
| 12 | [Managing Database Indexes in MySQL](https://labex.io/courses/project-add-course-index) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-add-course-index) |
| 13 | [Add Student Personal Information](https://labex.io/courses/project-add-student-personal-information) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-add-student-personal-information) |
| 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) |
| 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) |
| 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) |
| 17 | [Backup MySQL Database with Mysqldump](https://labex.io/courses/project-backup-data-table) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-backup-data-table) |
| 18 | [Biology Course Alumni Search](https://labex.io/courses/project-biology-course-alumni-search) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-biology-course-alumni-search) |
| 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) |
| 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) |
| 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) |
| 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) |
| 23 | [Database Management and SQL Self-Join](https://labex.io/courses/project-city-province-query) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-city-province-query) |
| 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) |
| 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) |
| 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) |
| 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) |
| 28 | [Database Constraint Design and Implementation](https://labex.io/courses/project-constraints-comprehensive) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-constraints-comprehensive) |
| 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) |
| 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) |
| 31 | [Accessing MySQL Database and Querying GNP](https://labex.io/courses/project-country-gdp-query) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-country-gdp-query) |
| 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) |
| 33 | [Creating Stored Procedures for Course Data Retrieval](https://labex.io/courses/project-course-statistics) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-course-statistics) |
| 34 | [Creating Secure MySQL User Accounts](https://labex.io/courses/project-create-user) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-create-user) |
| 35 | [Creating Product Information Table](https://labex.io/courses/project-creating-product-information-table) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-creating-product-information-table) |
| 36 | [SQL Queries for Student Course Analysis](https://labex.io/courses/project-database-enhancement) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-database-enhancement) |
| 37 | [MySQL Database Management Fundamentals](https://labex.io/courses/project-ddl-related-operations) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-ddl-related-operations) |
| 38 | [Mastering Database Management with SQL](https://labex.io/courses/project-delete-city-table) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-delete-city-table) |
| 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) |
| 40 | [Delete Expired Course Information](https://labex.io/courses/project-delete-expired-course-information) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-delete-expired-course-information) |
| 41 | [Comprehensive MySQL Data Manipulation](https://labex.io/courses/project-dml-comprehensive-challenge) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-dml-comprehensive-challenge) |
| 42 | [SQL Querying for Employee Data](https://labex.io/courses/project-employee-data-filtering) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-employee-data-filtering) |
| 43 | [Mastering MySQL Database Management](https://labex.io/courses/project-empty-city-data) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-empty-city-data) |
| 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) |
| 45 | [General Function Comprehensive Challenge](https://labex.io/courses/project-general-function-comprehensive-challenge) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-general-function-comprehensive-challenge) |
| 46 | [Accessing MySQL Database and SQL Querying](https://labex.io/courses/project-group-comprehensive-challenge) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-group-comprehensive-challenge) |
| 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) |
| 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) |
| 49 | [Largest Population by Country](https://labex.io/courses/project-largest-population-by-country) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-largest-population-by-country) |
| 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) |
| 51 | [Create MySQL Maximum Value Function](https://labex.io/courses/project-maximum-value-judgment) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-maximum-value-judgment) |
| 52 | [Modifying MySQL Database Table Constraints](https://labex.io/courses/project-modify-countrylanguage-table) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-modify-countrylanguage-table) |
| 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) |
| 54 | [Modify Student Table Attributes](https://labex.io/courses/project-modify-student-table-attributes) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-modify-student-table-attributes) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 61 | [Printing Current Time with MySQL](https://labex.io/courses/project-print-current-time) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-print-current-time) |
| 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) |
| 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) |
| 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) |
| 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) |
| 66 | [Query Is So Slow](https://labex.io/courses/project-query-is-so-slow) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-query-is-so-slow) |
| 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) |
| 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) |
| 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) |
| 70 | [Querying Country Codes Range](https://labex.io/courses/project-querying-country-codes-range) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-querying-country-codes-range) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 76 | [Search for Favorite Courses](https://labex.io/courses/project-search-for-favorite-courses) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-search-for-favorite-courses) |
| 77 | [Stored Procedure Cursor Database Retrieval](https://labex.io/courses/project-spring-course-information) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-spring-course-information) |
| 78 | [Student Grade Management System](https://labex.io/courses/project-student-grade-management-system) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-student-grade-management-system) |
| 79 | [Creating Database Views in MySQL](https://labex.io/courses/project-student-table-view) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-student-table-view) |
| 80 | [Mastering SQL Subqueries for Data Analysis](https://labex.io/courses/project-subquery-comprehensive-challenge) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-subquery-comprehensive-challenge) |
| 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) |
| 82 | [Updating Student GPA in MySQL Database](https://labex.io/courses/project-update-gpa) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-update-gpa) |
| 83 | [Creating and Updating Database Views](https://labex.io/courses/project-update-student-view) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-update-student-view) |
| 84 | [View for Course Information](https://labex.io/courses/project-view-for-course-information) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-view-for-course-information) |
| 85 | [Exploring MySQL User Permissions](https://labex.io/courses/project-view-user-permissions) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-view-user-permissions) |
| 86 | [Wuxu Reform Duration Calculation](https://labex.io/courses/project-wuxu-reform-duration-calculation) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-wuxu-reform-duration-calculation) |
| 87 | [COVID-19 Data Analysis with Python](https://labex.io/courses/project-covid-19-data-statistics) | ★☆☆ | [🚀 Start](https://labex.io/courses/project-covid-19-data-statistics) |
## More Projects
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- [Go Programming Projects](https://github.com/labex-labs/practice-go-programming-projects)
- [Rust Programming Projects](https://github.com/labex-labs/practice-rust-programming-projects)
- [OpenCV Programming Projects](https://github.com/labex-labs/practice-opencv-programming-projects)
- [Django Programming Projects](https://github.com/labex-labs/practice-django-programming-projects)
- [Pandas Programming Projects](https://github.com/labex-labs/practice-pandas-programming-projects)
- [NumPy Programming Projects](https://github.com/labex-labs/practice-numpy-programming-projects)
- [scikit-learn Programming Projects](https://github.com/labex-labs/practice-sklearn-programming-projects)
- [Matplotlib Programming Projects](https://github.com/labex-labs/practice-matplotlib-programming-projects)
- [Algorithm Programming Projects](https://github.com/labex-labs/practice-algorithm-programming-projects)
- [HTML Programming Projects](https://github.com/labex-labs/practice-html-programming-projects)
- [CSS Programming Projects](https://github.com/labex-labs/practice-css-programming-projects)
- [JavaScript Programming Projects](https://github.com/labex-labs/practice-javascript-programming-projects)
- [React Programming Projects](https://github.com/labex-labs/practice-react-programming-projects)
- [jQuery Programming Projects](https://github.com/labex-labs/practice-jquery-programming-projects)
## Other Lists
- 🔗 [Data Science Free Tutorials](https://github.com/labex-labs/data-science-free-tutorials)
- 🔗 [Awesome Programming Projects](https://github.com/labex-labs/awesome-programming-projects)
- 🔗 [Awesome Programming Courses](https://github.com/labex-labs/awesome-programming-courses)