{"id":13751109,"url":"https://github.com/labex-labs/data-science-free-tutorials","last_synced_at":"2025-05-04T06:32:11.512Z","repository":{"id":242160234,"uuid":"808847060","full_name":"labex-labs/data-science-free-tutorials","owner":"labex-labs","description":"Practice Data Science Free Tutorials | This repo collects 54 of free tutorials 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. Following a well-s...","archived":false,"fork":false,"pushed_at":"2025-01-01T01:59:17.000Z","size":34,"stargazers_count":1,"open_issues_count":0,"forks_count":1,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-04-18T21:19:22.069Z","etag":null,"topics":["awesome","awesome-list","data-science","exercises","free","free-tutorials","hands-on","labex","programming","tutorials"],"latest_commit_sha":null,"homepage":"https://labex.io/skilltrees/data-science","language":null,"has_issues":false,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/labex-labs.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2024-06-01T00:54:06.000Z","updated_at":"2025-01-01T01:59:21.000Z","dependencies_parsed_at":"2024-07-13T17:05:22.279Z","dependency_job_id":"c6329553-63aa-4bb4-a77a-14ef49789f23","html_url":"https://github.com/labex-labs/data-science-free-tutorials","commit_stats":null,"previous_names":["labex-labs/data-science-free-tutorials"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/labex-labs%2Fdata-science-free-tutorials","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/labex-labs%2Fdata-science-free-tutorials/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/labex-labs%2Fdata-science-free-tutorials/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/labex-labs%2Fdata-science-free-tutorials/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/labex-labs","download_url":"https://codeload.github.com/labex-labs/data-science-free-tutorials/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":250681296,"owners_count":21470184,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["awesome","awesome-list","data-science","exercises","free","free-tutorials","hands-on","labex","programming","tutorials"],"created_at":"2024-08-03T09:00:31.626Z","updated_at":"2025-05-04T06:32:11.505Z","avatar_url":"https://github.com/labex-labs.png","language":null,"readme":"# Data Science Free Tutorials\n\n\u003cdiv align=\"center\"\u003e\n\u003cimg width=\"128px\" src=\"https://file.labex.io/path/Ctx67nWJaNg4.png\"\u003e\n\u003c/div\u003e\n\nData 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. 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                                                                                                                                                          | Difficulty   | Tutorial Link                                                                                           |\n|---------|---------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------|---------------------------------------------------------------------------------------------------------|\n|      01 | [📖 Your First Python Lab](https://labex.io/tutorials/python-your-first-python-lab-270256)                                                                     | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-your-first-python-lab-270256)                                |\n|      02 | [📖 Python Data Types and Operators](https://labex.io/tutorials/python-python-data-types-and-operators-393077)                                                 | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-python-data-types-and-operators-393077)                      |\n|      03 | [📖 Python Control Structures](https://labex.io/tutorials/python-python-control-structures-393123)                                                             | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-python-control-structures-393123)                            |\n|      04 | [📖 Python Functions and Modules](https://labex.io/tutorials/python-python-functions-and-modules-393141)                                                       | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-python-functions-and-modules-393141)                         |\n|      05 | [📖 Python Data Structures](https://labex.io/tutorials/python-python-data-structures-393168)                                                                   | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-python-data-structures-393168)                               |\n|      06 | [📖 Installation and Basic Configuration of MySQL](https://labex.io/tutorials/mysql-installation-and-basic-configuration-of-mysql-418415)                      | ★☆☆          | [🔗 View](https://labex.io/tutorials/mysql-installation-and-basic-configuration-of-mysql-418415)         |\n|      07 | [📖 Database Management Fundamentals with MySQL](https://labex.io/tutorials/mysql-database-management-fundamentals-with-mysql-418414)                          | ★☆☆          | [🔗 View](https://labex.io/tutorials/mysql-database-management-fundamentals-with-mysql-418414)           |\n|      08 | [📖 MySQL Table Structure and Data Types](https://labex.io/tutorials/mysql-mysql-table-structure-and-data-types-418307)                                        | ★☆☆          | [🔗 View](https://labex.io/tutorials/mysql-mysql-table-structure-and-data-types-418307)                  |\n|      09 | [📖 MySQL Basic Data Manipulation](https://labex.io/tutorials/sql-mysql-basic-data-manipulation-418303)                                                        | ★☆☆          | [🔗 View](https://labex.io/tutorials/sql-mysql-basic-data-manipulation-418303)                           |\n|      10 | [📖 MySQL Data Filtering and Sorting](https://labex.io/tutorials/mysql-mysql-data-filtering-and-sorting-418305)                                                | ★☆☆          | [🔗 View](https://labex.io/tutorials/mysql-mysql-data-filtering-and-sorting-418305)                      |\n|      11 | [📖 MySQL Multi-Table Operations](https://labex.io/tutorials/mysql-mysql-multi-table-operations-418306)                                                        | ★☆☆          | [🔗 View](https://labex.io/tutorials/mysql-mysql-multi-table-operations-418306)                          |\n|      12 | [📖 MySQL Data Aggregation and Grouping](https://labex.io/tutorials/mysql-mysql-data-aggregation-and-grouping-418304)                                          | ★☆☆          | [🔗 View](https://labex.io/tutorials/mysql-mysql-data-aggregation-and-grouping-418304)                   |\n|      13 | [📖 MySQL User and Privileges Management](https://labex.io/tutorials/mysql-mysql-user-and-privileges-management-418308)                                        | ★☆☆          | [🔗 View](https://labex.io/tutorials/mysql-mysql-user-and-privileges-management-418308)                  |\n|      14 | [📖 Your First NumPy Lab](https://labex.io/tutorials/numpy-your-first-numpy-lab-92735)                                                                         | ★☆☆          | [🔗 View](https://labex.io/tutorials/numpy-your-first-numpy-lab-92735)                                   |\n|      15 | [📖 Array Attributes and Dtype](https://labex.io/tutorials/numpy-array-attributes-and-dtype-8027)                                                              | ★☆☆          | [🔗 View](https://labex.io/tutorials/numpy-array-attributes-and-dtype-8027)                              |\n|      16 | [📖 NumPy Arrays and Data Types](https://labex.io/tutorials/numpy-numpy-arrays-and-data-types-4996)                                                            | ★☆☆          | [🔗 View](https://labex.io/tutorials/numpy-numpy-arrays-and-data-types-4996)                             |\n|      17 | [📖 NumPy Array Operations](https://labex.io/tutorials/numpy-numpy-array-operations-1403)                                                                      | ★☆☆          | [🔗 View](https://labex.io/tutorials/numpy-numpy-array-operations-1403)                                  |\n|      18 | [📖 NumPy Slicing and Indexing](https://labex.io/tutorials/numpy-numpy-slicing-and-indexing-352)                                                               | ★☆☆          | [🔗 View](https://labex.io/tutorials/numpy-numpy-slicing-and-indexing-352)                               |\n|      19 | [📖 Efficient NumPy Array Multiplication Operations](https://labex.io/tutorials/numpy-efficient-numpy-array-multiplication-operations-5007)                    | ★☆☆          | [🔗 View](https://labex.io/tutorials/numpy-efficient-numpy-array-multiplication-operations-5007)         |\n|      20 | [📖 NumPy Shape Manipulation](https://labex.io/tutorials/numpy-numpy-shape-manipulation-214)                                                                   | ★☆☆          | [🔗 View](https://labex.io/tutorials/numpy-numpy-shape-manipulation-214)                                 |\n|      21 | [📖 NumPy File IO](https://labex.io/tutorials/numpy-numpy-file-io-127)                                                                                         | ★☆☆          | [🔗 View](https://labex.io/tutorials/numpy-numpy-file-io-127)                                            |\n|      22 | [📖 NumPy Advanced Topics](https://labex.io/tutorials/numpy-numpy-advanced-topics-11)                                                                          | ★☆☆          | [🔗 View](https://labex.io/tutorials/numpy-numpy-advanced-topics-11)                                     |\n|      23 | [📖 Your First Pandas Lab](https://labex.io/tutorials/pandas-your-first-pandas-lab-92727)                                                                      | ★☆☆          | [🔗 View](https://labex.io/tutorials/pandas-your-first-pandas-lab-92727)                                 |\n|      24 | [📖 Working with Pandas](https://labex.io/tutorials/python-working-with-pandas-65430)                                                                          | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-working-with-pandas-65430)                                   |\n|      25 | [📖 Pandas Data Manipulation](https://labex.io/tutorials/python-pandas-data-manipulation-65431)                                                                | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-pandas-data-manipulation-65431)                              |\n|      26 | [📖 Data Selection in Pandas](https://labex.io/tutorials/python-data-selection-in-pandas-65432)                                                                | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-data-selection-in-pandas-65432)                              |\n|      27 | [📖 Pandas Plotting for Air Quality Analysis](https://labex.io/tutorials/python-pandas-plotting-for-air-quality-analysis-65433)                                | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-pandas-plotting-for-air-quality-analysis-65433)              |\n|      28 | [📖 Working with Columns in Pandas](https://labex.io/tutorials/python-working-with-columns-in-pandas-65434)                                                    | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-working-with-columns-in-pandas-65434)                        |\n|      29 | [📖 Titanic Passenger Data Analysis with Pandas](https://labex.io/tutorials/python-titanic-passenger-data-analysis-with-pandas-65435)                          | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-titanic-passenger-data-analysis-with-pandas-65435)           |\n|      30 | [📖 Reshaping Data with Pandas](https://labex.io/tutorials/python-reshaping-data-with-pandas-65436)                                                            | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-reshaping-data-with-pandas-65436)                            |\n|      31 | [📖 Combining Data Tables in Pandas](https://labex.io/tutorials/python-combining-data-tables-in-pandas-65437)                                                  | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-combining-data-tables-in-pandas-65437)                       |\n|      32 | [📖 Handling Time Series Data](https://labex.io/tutorials/python-handling-time-series-data-65438)                                                              | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-handling-time-series-data-65438)                             |\n|      33 | [📖 Pandas Textual Data](https://labex.io/tutorials/python-pandas-textual-data-65439)                                                                          | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-pandas-textual-data-65439)                                   |\n|      34 | [📖 Your First Matplotlib Lab](https://labex.io/tutorials/matplotlib-your-first-matplotlib-lab-92737)                                                          | ★☆☆          | [🔗 View](https://labex.io/tutorials/matplotlib-your-first-matplotlib-lab-92737)                         |\n|      35 | [📖 Create a Line Plot with Matplotlib](https://labex.io/tutorials/python-create-a-line-plot-with-matplotlib-71147)                                            | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-create-a-line-plot-with-matplotlib-71147)                    |\n|      36 | [📖 Matplotlib Pyplot Interface Tutorial](https://labex.io/tutorials/matplotlib-matplotlib-pyplot-interface-tutorial-71148)                                    | ★☆☆          | [🔗 View](https://labex.io/tutorials/matplotlib-matplotlib-pyplot-interface-tutorial-71148)              |\n|      37 | [📖 Image Plotting with Matplotlib](https://labex.io/tutorials/matplotlib-image-plotting-with-matplotlib-71149)                                                | ★☆☆          | [🔗 View](https://labex.io/tutorials/matplotlib-image-plotting-with-matplotlib-71149)                    |\n|      38 | [📖 The Lifecycle of a Plot](https://labex.io/tutorials/python-the-lifecycle-of-a-plot-71150)                                                                  | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-the-lifecycle-of-a-plot-71150)                               |\n|      39 | [📖 Customizing Matplotlib Visualizations](https://labex.io/tutorials/matplotlib-customizing-matplotlib-visualizations-71151)                                  | ★☆☆          | [🔗 View](https://labex.io/tutorials/matplotlib-customizing-matplotlib-visualizations-71151)             |\n|      40 | [📖 Linear Models in Scikit-Learn](https://labex.io/tutorials/ml-linear-models-in-scikit-learn-71093)                                                          | ★☆☆          | [🔗 View](https://labex.io/tutorials/ml-linear-models-in-scikit-learn-71093)                             |\n|      41 | [📖 Discriminant Analysis Classifiers Explained](https://labex.io/tutorials/ml-discriminant-analysis-classifiers-explained-71094)                              | ★☆☆          | [🔗 View](https://labex.io/tutorials/ml-discriminant-analysis-classifiers-explained-71094)               |\n|      42 | [📖 Exploring Scikit-Learn Datasets and Estimators](https://labex.io/tutorials/ml-exploring-scikit-learn-datasets-and-estimators-71095)                        | ★☆☆          | [🔗 View](https://labex.io/tutorials/ml-exploring-scikit-learn-datasets-and-estimators-71095)            |\n|      43 | [📖 Kernel Ridge Regression](https://labex.io/tutorials/ml-kernel-ridge-regression-71096)                                                                      | ★☆☆          | [🔗 View](https://labex.io/tutorials/ml-kernel-ridge-regression-71096)                                   |\n|      44 | [📖 Supervised Learning with Scikit-Learn](https://labex.io/tutorials/ml-supervised-learning-with-scikit-learn-71097)                                          | ★☆☆          | [🔗 View](https://labex.io/tutorials/ml-supervised-learning-with-scikit-learn-71097)                     |\n|      45 | [📖 Model Selection: Choosing Estimators and Their Parameters](https://labex.io/tutorials/ml-model-selection-choosing-estimators-and-their-parameters-71098)   | ★☆☆          | [🔗 View](https://labex.io/tutorials/ml-model-selection-choosing-estimators-and-their-parameters-71098)  |\n|      46 | [📖 Supervised Learning with Support Vectors](https://labex.io/tutorials/ml-supervised-learning-with-support-vectors-71099)                                    | ★☆☆          | [🔗 View](https://labex.io/tutorials/ml-supervised-learning-with-support-vectors-71099)                  |\n|      47 | [📖 Exploring Scikit-Learn SGD Classifiers](https://labex.io/tutorials/ml-exploring-scikit-learn-sgd-classifiers-71100)                                        | ★☆☆          | [🔗 View](https://labex.io/tutorials/ml-exploring-scikit-learn-sgd-classifiers-71100)                    |\n|      48 | [📖 Unsupervised Learning: Seeking Representations of the Data](https://labex.io/tutorials/ml-unsupervised-learning-seeking-representations-of-the-data-71101) | ★☆☆          | [🔗 View](https://labex.io/tutorials/ml-unsupervised-learning-seeking-representations-of-the-data-71101) |\n|      49 | [📖 Implementing Stochastic Gradient Descent](https://labex.io/tutorials/ml-implementing-stochastic-gradient-descent-71102)                                    | ★☆☆          | [🔗 View](https://labex.io/tutorials/ml-implementing-stochastic-gradient-descent-71102)                  |\n|      50 | [📖 Working with Text Data](https://labex.io/tutorials/ml-working-with-text-data-71103)                                                                        | ★☆☆          | [🔗 View](https://labex.io/tutorials/ml-working-with-text-data-71103)                                    |\n|      51 | [📖 Gaussian Process Regression and Classification](https://labex.io/tutorials/ml-gaussian-process-regression-and-classification-71104)                        | ★☆☆          | [🔗 View](https://labex.io/tutorials/ml-gaussian-process-regression-and-classification-71104)            |\n|      52 | [📖 Dimensional Reduction with PLS Algorithms](https://labex.io/tutorials/ml-dimensional-reduction-with-pls-algorithms-71105)                                  | ★☆☆          | [🔗 View](https://labex.io/tutorials/ml-dimensional-reduction-with-pls-algorithms-71105)                 |\n|      53 | [📖 Naive Bayes Example](https://labex.io/tutorials/ml-naive-bayes-example-71106)                                                                              | ★☆☆          | [🔗 View](https://labex.io/tutorials/ml-naive-bayes-example-71106)                                       |\n|      54 | [📖 Decision Tree Classification with Scikit-Learn](https://labex.io/tutorials/ml-decision-tree-classification-with-scikit-learn-71107)                        | ★☆☆          | [🔗 View](https://labex.io/tutorials/ml-decision-tree-classification-with-scikit-learn-71107)            |\n\n## More Free Tutorials\n\n- [Practice Linux Free Tutorials](https://github.com/labex-labs/linux-free-tutorials)\n- [Practice DevOps Free Tutorials](https://github.com/labex-labs/devops-free-tutorials)\n- [Practice Cybersecurity Free Tutorials](https://github.com/labex-labs/cybersecurity-free-tutorials)\n- [Practice Python Free Tutorials](https://github.com/labex-labs/python-free-tutorials)\n- [Practice Docker Free Tutorials](https://github.com/labex-labs/docker-free-tutorials)\n- [Practice Kubernetes Free Tutorials](https://github.com/labex-labs/kubernetes-free-tutorials)\n- [Practice Git Free Tutorials](https://github.com/labex-labs/git-free-tutorials)\n- [Practice Shell Free Tutorials](https://github.com/labex-labs/shell-free-tutorials)\n- [Practice Java Free Tutorials](https://github.com/labex-labs/java-free-tutorials)\n- [Practice MySQL Free Tutorials](https://github.com/labex-labs/mysql-free-tutorials)\n- [Practice MongoDB Free Tutorials](https://github.com/labex-labs/mongodb-free-tutorials)\n- [Practice Golang Free Tutorials](https://github.com/labex-labs/go-free-tutorials)\n- [Practice Ansible Free Tutorials](https://github.com/labex-labs/ansible-free-tutorials)\n- [Practice Jenkins Free Tutorials](https://github.com/labex-labs/jenkins-free-tutorials)\n- [Practice C Free Tutorials](https://github.com/labex-labs/c-free-tutorials)\n- [Practice C++ Free Tutorials](https://github.com/labex-labs/cpp-free-tutorials)\n- [Practice Machine Learning Free Tutorials](https://github.com/labex-labs/ml-free-tutorials)\n- [Practice Data Science Free Tutorials](https://github.com/labex-labs/data-science-free-tutorials)\n- [Practice Pandas Free Tutorials](https://github.com/labex-labs/pandas-free-tutorials)\n- [Practice NumPy Free Tutorials](https://github.com/labex-labs/numpy-free-tutorials)\n- [Practice scikit-learn Free Tutorials](https://github.com/labex-labs/sklearn-free-tutorials)\n- [Practice Matplotlib Free Tutorials](https://github.com/labex-labs/matplotlib-free-tutorials)\n- [Practice Web Development Free Tutorials](https://github.com/labex-labs/web-development-free-tutorials)\n- [Practice HTML Free Tutorials](https://github.com/labex-labs/html-free-tutorials)\n- [Practice CSS Free Tutorials](https://github.com/labex-labs/css-free-tutorials)\n- [Practice JavaScript Free Tutorials](https://github.com/labex-labs/javascript-free-tutorials)\n- [Practice React Free Tutorials](https://github.com/labex-labs/react-free-tutorials)\n\n\n## More\n\n- 🔗 [Data Science Programming Courses](https://github.com/labex-labs/awesome-programming-courses)\n- 🔗 [Data Science Programming Projects](https://github.com/labex-labs/awesome-programming-projects)\n\n","funding_links":[],"categories":["More Free Tutorials","More","Other Lists"],"sub_categories":["TeX Lists"],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flabex-labs%2Fdata-science-free-tutorials","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Flabex-labs%2Fdata-science-free-tutorials","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flabex-labs%2Fdata-science-free-tutorials/lists"}