{"id":13751150,"url":"https://github.com/labex-labs/numpy-free-tutorials","last_synced_at":"2025-05-04T06:32:54.224Z","repository":{"id":241207952,"uuid":"804641893","full_name":"labex-labs/numpy-free-tutorials","owner":"labex-labs","description":"[NumPy Free Tutorials]-NumPy is a Python library for scientific computing. It provides fast and efficient multidimensional arrays, as well as a large collection of mathematical functions. In this skill tree, you'll learn how to use NumPy to perform basic operations on arrays of data.","archived":false,"fork":false,"pushed_at":"2024-05-23T01:47:45.000Z","size":7,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"master","last_synced_at":"2024-05-23T02:36:16.650Z","etag":null,"topics":["awesome","awesome-list","education","free","free-tutorials","hands-on","labex","numpy","programming","tutorials"],"latest_commit_sha":null,"homepage":"https://labex.io/tutorials/category/numpy","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":"2024-05-23T01:32:33.000Z","updated_at":"2024-06-01T01:54:10.920Z","dependencies_parsed_at":"2024-06-01T02:04:11.496Z","dependency_job_id":null,"html_url":"https://github.com/labex-labs/numpy-free-tutorials","commit_stats":null,"previous_names":["labex-labs/numpy-free-tutorials"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/labex-labs%2Fnumpy-free-tutorials","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/labex-labs%2Fnumpy-free-tutorials/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/labex-labs%2Fnumpy-free-tutorials/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/labex-labs%2Fnumpy-free-tutorials/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/labex-labs","download_url":"https://codeload.github.com/labex-labs/numpy-free-tutorials/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":224386038,"owners_count":17302582,"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","education","free","free-tutorials","hands-on","labex","numpy","programming","tutorials"],"created_at":"2024-08-03T09:00:37.458Z","updated_at":"2025-05-04T06:32:54.199Z","avatar_url":"https://github.com/labex-labs.png","language":null,"readme":"# NumPy Free Tutorials\n\n\u003cdiv align=\"center\"\u003e\n\u003cimg width=\"128px\" src=\"https://file.labex.io/path/gdqX0QgXsYjL.png\"\u003e\n\u003c/div\u003e\n\nNumPy is fundamental to scientific computing in Python. This Skill Tree presents a systematic approach to learning NumPy. Perfect for data science beginners, it offers a structured roadmap to understand array operations, broadcasting, and numerical algorithms. Hands-on, non-video courses and practical exercises in a numerical analysis playground ensure you develop real-world skills in efficient data manipulation and computation.\n\n|   Index | Name                                                                                                                                       | Difficulty   | Tutorial Link                                                                                   |\n|---------|--------------------------------------------------------------------------------------------------------------------------------------------|--------------|-------------------------------------------------------------------------------------------------|\n|      01 | [📖 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|      02 | [📖 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|      03 | [📖 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|      04 | [📖 NumPy Array Operations](https://labex.io/tutorials/numpy-numpy-array-operations-1403)                                                   | ★☆☆          | [🔗 View](https://labex.io/tutorials/numpy-numpy-array-operations-1403)                          |\n|      05 | [📖 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|      06 | [📖 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|      07 | [📖 NumPy Shape Manipulation](https://labex.io/tutorials/numpy-numpy-shape-manipulation-214)                                                | ★☆☆          | [🔗 View](https://labex.io/tutorials/numpy-numpy-shape-manipulation-214)                         |\n|      08 | [📖 NumPy File IO](https://labex.io/tutorials/numpy-numpy-file-io-127)                                                                      | ★☆☆          | [🔗 View](https://labex.io/tutorials/numpy-numpy-file-io-127)                                    |\n|      09 | [📖 NumPy Advanced Topics](https://labex.io/tutorials/numpy-numpy-advanced-topics-11)                                                       | ★☆☆          | [🔗 View](https://labex.io/tutorials/numpy-numpy-advanced-topics-11)                             |\n|      10 | [📖 NumPy Array Mean Calculation](https://labex.io/tutorials/python-numpy-array-mean-calculation-86481)                                     | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-array-mean-calculation-86481)                  |\n|      11 | [📖 NumPy Median Function](https://labex.io/tutorials/python-numpy-median-function-86483)                                                   | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-median-function-86483)                         |\n|      12 | [📖 NumPy Broadcasting for Efficient Computation](https://labex.io/tutorials/numpy-numpy-broadcasting-for-efficient-computation-85702)      | ★☆☆          | [🔗 View](https://labex.io/tutorials/numpy-numpy-broadcasting-for-efficient-computation-85702)   |\n|      13 | [📖 Creating and Using Python NumPy Arrays](https://labex.io/tutorials/python-creating-and-using-python-numpy-arrays-86402)                 | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-creating-and-using-python-numpy-arrays-86402)        |\n|      14 | [📖 NumPy Broadcasting Fundamentals](https://labex.io/tutorials/numpy-numpy-broadcasting-fundamentals-86412)                                | ★☆☆          | [🔗 View](https://labex.io/tutorials/numpy-numpy-broadcasting-fundamentals-86412)                |\n|      15 | [📖 NumPy Copy and View](https://labex.io/tutorials/numpy-numpy-copy-and-view-86421)                                                        | ★☆☆          | [🔗 View](https://labex.io/tutorials/numpy-numpy-copy-and-view-86421)                            |\n|      16 | [📖 NumPy Partition Function](https://labex.io/tutorials/python-numpy-partition-function-86489)                                             | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-partition-function-86489)                      |\n|      17 | [📖 NumPy Concatenate Function](https://labex.io/tutorials/python-numpy-concatenate-function-86420)                                         | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-concatenate-function-86420)                    |\n|      18 | [📖 Numpy Transpose Function](https://labex.io/tutorials/python-numpy-transpose-function-86512)                                             | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-transpose-function-86512)                      |\n|      19 | [📖 NumPy Matrix Multiplication](https://labex.io/tutorials/python-numpy-matrix-multiplication-86479)                                       | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-matrix-multiplication-86479)                   |\n|      20 | [📖 Introduction to Indexing in NumPy](https://labex.io/tutorials/numpy-introduction-to-indexing-in-numpy-85699)                            | ★☆☆          | [🔗 View](https://labex.io/tutorials/numpy-introduction-to-indexing-in-numpy-85699)              |\n|      21 | [📖 Sorting NumPy Arrays with Algorithms](https://labex.io/tutorials/numpy-sorting-numpy-arrays-with-algorithms-86500)                      | ★☆☆          | [🔗 View](https://labex.io/tutorials/numpy-sorting-numpy-arrays-with-algorithms-86500)           |\n|      22 | [📖 NumPy Indexing and Slicing](https://labex.io/tutorials/numpy-numpy-indexing-and-slicing-86452)                                          | ★☆☆          | [🔗 View](https://labex.io/tutorials/numpy-numpy-indexing-and-slicing-86452)                     |\n|      23 | [📖 NumPy Count Function](https://labex.io/tutorials/python-numpy-count-function-86423)                                                     | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-count-function-86423)                          |\n|      24 | [📖 Numpy Decode Function](https://labex.io/tutorials/python-numpy-decode-function-86427)                                                   | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-decode-function-86427)                         |\n|      25 | [📖 Find Substring Using Numpy Char Find Function](https://labex.io/tutorials/python-find-substring-using-numpy-char-find-function-86437)   | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-find-substring-using-numpy-char-find-function-86437) |\n|      26 | [📖 NumPy Isupper Function](https://labex.io/tutorials/python-numpy-isupper-function-86467)                                                 | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-isupper-function-86467)                        |\n|      27 | [📖 Numpy Multiply Function](https://labex.io/tutorials/python-numpy-multiply-function-86485)                                               | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-multiply-function-86485)                       |\n|      28 | [📖 Numpy Split Function](https://labex.io/tutorials/python-numpy-split-function-86502)                                                     | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-split-function-86502)                          |\n|      29 | [📖 Numpy Amin Function](https://labex.io/tutorials/python-numpy-amin-function-86389)                                                       | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-amin-function-86389)                           |\n|      30 | [📖 NumPy Append Function](https://labex.io/tutorials/python-numpy-append-function-86391)                                                   | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-append-function-86391)                         |\n|      31 | [📖 Fundamentals of NumPy Array Manipulation](https://labex.io/tutorials/numpy-fundamentals-of-numpy-array-manipulation-85703)              | ★☆☆          | [🔗 View](https://labex.io/tutorials/numpy-fundamentals-of-numpy-array-manipulation-85703)       |\n|      32 | [📖 NumPy Bitwise OR Practical](https://labex.io/tutorials/python-numpy-bitwise-or-practical-86408)                                         | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-bitwise-or-practical-86408)                    |\n|      33 | [📖 Numpy Center Function](https://labex.io/tutorials/python-numpy-center-function-86416)                                                   | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-center-function-86416)                         |\n|      34 | [📖 Numpy Index Function](https://labex.io/tutorials/python-numpy-index-function-86450)                                                     | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-index-function-86450)                          |\n|      35 | [📖 NumPy Isalpha Function](https://labex.io/tutorials/numpy-numpy-isalpha-function-86456)                                                  | ★☆☆          | [🔗 View](https://labex.io/tutorials/numpy-numpy-isalpha-function-86456)                         |\n|      36 | [📖 NumPy Istitle Function](https://labex.io/tutorials/python-numpy-istitle-function-86466)                                                 | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-istitle-function-86466)                        |\n|      37 | [📖 NumPy Join Function](https://labex.io/tutorials/python-numpy-join-function-86470)                                                       | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-join-function-86470)                           |\n|      38 | [📖 Using the NumPy char.lower Function](https://labex.io/tutorials/python-using-the-numpy-char-lower-function-86477)                       | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-using-the-numpy-char-lower-function-86477)           |\n|      39 | [📖 Numpy Dot Function](https://labex.io/tutorials/python-numpy-dot-function-86429)                                                         | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-dot-function-86429)                            |\n|      40 | [📖 Numpy Accessing Array Elements Iteration](https://labex.io/tutorials/python-numpy-accessing-array-elements-iteration-86381)             | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-accessing-array-elements-iteration-86381)      |\n|      41 | [📖 NumPy Datatype Exploration](https://labex.io/tutorials/numpy-numpy-datatype-exploration-86425)                                          | ★☆☆          | [🔗 View](https://labex.io/tutorials/numpy-numpy-datatype-exploration-86425)                     |\n|      42 | [📖 NumPy STD Function](https://labex.io/tutorials/python-numpy-std-function-86508)                                                         | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-std-function-86508)                            |\n|      43 | [📖 NumPy Advance Indexing](https://labex.io/tutorials/numpy-numpy-advance-indexing-86385)                                                  | ★☆☆          | [🔗 View](https://labex.io/tutorials/numpy-numpy-advance-indexing-86385)                         |\n|      44 | [📖 NumPy Array Function](https://labex.io/tutorials/numpy-numpy-array-function-86400)                                                      | ★☆☆          | [🔗 View](https://labex.io/tutorials/numpy-numpy-array-function-86400)                           |\n|      45 | [📖 Introduction to NumPy Universal Functions](https://labex.io/tutorials/python-introduction-to-numpy-universal-functions-85705)           | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-introduction-to-numpy-universal-functions-85705)     |\n|      46 | [📖 Numpy Isdigit Function](https://labex.io/tutorials/python-numpy-isdigit-function-86460)                                                 | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-isdigit-function-86460)                        |\n|      47 | [📖 Fundamental NumPy Array Creation Techniques](https://labex.io/tutorials/python-fundamental-numpy-array-creation-techniques-85698)       | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-fundamental-numpy-array-creation-techniques-85698)   |\n|      48 | [📖 Numpy Isnumeric Function](https://labex.io/tutorials/python-numpy-isnumeric-function-86462)                                             | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-isnumeric-function-86462)                      |\n|      49 | [📖 Numpy Left Shift Function](https://labex.io/tutorials/python-numpy-left-shift-function-86471)                                           | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-left-shift-function-86471)                     |\n|      50 | [📖 Generating Evenly Spaced Numbers with NumPy](https://labex.io/tutorials/python-generating-evenly-spaced-numbers-with-numpy-86473)       | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-generating-evenly-spaced-numbers-with-numpy-86473)   |\n|      51 | [📖 NumPy Replace Function](https://labex.io/tutorials/python-numpy-replace-function-86494)                                                 | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-replace-function-86494)                        |\n|      52 | [📖 NumPy Swapcase Function](https://labex.io/tutorials/python-numpy-swapcase-function-86510)                                               | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-swapcase-function-86510)                       |\n|      53 | [📖 NumPy Upper Function](https://labex.io/tutorials/python-numpy-upper-function-86516)                                                     | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-upper-function-86516)                          |\n|      54 | [📖 NumPy Amax Function](https://labex.io/tutorials/python-numpy-amax-function-86387)                                                       | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-amax-function-86387)                           |\n|      55 | [📖 NumPy Einsum for Scientific Computing](https://labex.io/tutorials/numpy-numpy-einsum-for-scientific-computing-4991)                     | ★★☆          | [🔗 View](https://labex.io/tutorials/numpy-numpy-einsum-for-scientific-computing-4991)           |\n|      56 | [📖 NumPy Trunc Function](https://labex.io/tutorials/numpy-numpy-trunc-function-86514)                                                      | ★☆☆          | [🔗 View](https://labex.io/tutorials/numpy-numpy-trunc-function-86514)                           |\n|      57 | [📖 NumPy Isdecimal Function](https://labex.io/tutorials/python-numpy-isdecimal-function-86458)                                             | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-isdecimal-function-86458)                      |\n|      58 | [📖 NumPy Isspace Function](https://labex.io/tutorials/numpy-numpy-isspace-function-86464)                                                  | ★☆☆          | [🔗 View](https://labex.io/tutorials/numpy-numpy-isspace-function-86464)                         |\n|      59 | [📖 Understanding NumPy Data Types](https://labex.io/tutorials/python-understanding-numpy-data-types-85701)                                 | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-understanding-numpy-data-types-85701)                |\n|      60 | [📖 Numpy Ceil Function](https://labex.io/tutorials/python-numpy-ceil-function-86414)                                                       | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-ceil-function-86414)                           |\n|      61 | [📖 Using the Add Function](https://labex.io/tutorials/numpy-using-the-add-function-86383)                                                  | ★☆☆          | [🔗 View](https://labex.io/tutorials/numpy-using-the-add-function-86383)                         |\n|      62 | [📖 NumPy Encode Function](https://labex.io/tutorials/python-numpy-encode-function-86433)                                                   | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-encode-function-86433)                         |\n|      63 | [📖 Using the numpy.fix Function](https://labex.io/tutorials/python-using-the-numpy-fix-function-86439)                                     | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-using-the-numpy-fix-function-86439)                  |\n|      64 | [📖 NumPy Invert Function](https://labex.io/tutorials/python-numpy-invert-function-86454)                                                   | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-invert-function-86454)                         |\n|      65 | [📖 Structured Arrays in NumPy](https://labex.io/tutorials/python-structured-arrays-in-numpy-85704)                                         | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-structured-arrays-in-numpy-85704)                    |\n|      66 | [📖 NumPy Asarray Function](https://labex.io/tutorials/python-numpy-asarray-function-86404)                                                 | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-asarray-function-86404)                        |\n|      67 | [📖 Numpy Bitwise and Function](https://labex.io/tutorials/python-numpy-bitwise-and-function-86406)                                         | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-bitwise-and-function-86406)                    |\n|      68 | [📖 Numpy Bitwise XOR Operation](https://labex.io/tutorials/python-numpy-bitwise-xor-operation-86410)                                       | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-bitwise-xor-operation-86410)                   |\n|      69 | [📖 Numpy Floor Function](https://labex.io/tutorials/python-numpy-floor-function-86441)                                                     | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-floor-function-86441)                          |\n|      70 | [📖 Numpy PTP Function](https://labex.io/tutorials/python-numpy-ptp-function-86491)                                                         | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-ptp-function-86491)                            |\n|      71 | [📖 NumPy Right Shift Function](https://labex.io/tutorials/python-numpy-right-shift-function-86498)                                         | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-right-shift-function-86498)                    |\n|      72 | [📖 NumPy Eye Function](https://labex.io/tutorials/numpy-numpy-eye-function-86435)                                                          | ★☆☆          | [🔗 View](https://labex.io/tutorials/numpy-numpy-eye-function-86435)                             |\n|      73 | [📖 Numpy Logspace Function](https://labex.io/tutorials/python-numpy-logspace-function-86475)                                               | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-logspace-function-86475)                       |\n|      74 | [📖 NumPy Fromiter Function](https://labex.io/tutorials/python-numpy-fromiter-function-86445)                                               | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-numpy-fromiter-function-86445)                       |\n|      75 | [📖 NumPy Startswith Function](https://labex.io/tutorials/numpy-numpy-startswith-function-86506)                                            | ★☆☆          | [🔗 View](https://labex.io/tutorials/numpy-numpy-startswith-function-86506)                      |\n|      76 | [📖 Creating Empty, Zeroes, and Ones Arrays](https://labex.io/tutorials/python-creating-empty-zeroes-and-ones-arrays-86395)                 | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-creating-empty-zeroes-and-ones-arrays-86395)         |\n|      77 | [📖 Creating a NumPy Array Using Existing Data](https://labex.io/tutorials/python-creating-a-numpy-array-using-existing-data-86398)         | ★☆☆          | [🔗 View](https://labex.io/tutorials/python-creating-a-numpy-array-using-existing-data-86398)    |\n|      78 | [📖 Numpy Reshape Function](https://labex.io/tutorials/numpy-numpy-reshape-function-86496)                                                  | ★☆☆          | [🔗 View](https://labex.io/tutorials/numpy-numpy-reshape-function-86496)                         |\n|      79 | [📖 100 Numpy Exercises](https://labex.io/tutorials/100-numpy-exercises-20746)                                                              | ★☆☆          | [🔗 View](https://labex.io/tutorials/100-numpy-exercises-20746)                                  |\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- 🔗 [NumPy Programming Courses](https://github.com/labex-labs/awesome-programming-courses)\n- 🔗 [NumPy Programming Projects](https://github.com/labex-labs/awesome-programming-projects)\n\n","funding_links":[],"categories":["More Free Tutorials","Other Lists","More"],"sub_categories":["PowerShell Lists"],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flabex-labs%2Fnumpy-free-tutorials","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Flabex-labs%2Fnumpy-free-tutorials","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flabex-labs%2Fnumpy-free-tutorials/lists"}