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https://github.com/labex-labs/numpy-free-tutorials

[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.
https://github.com/labex-labs/numpy-free-tutorials

List: numpy-free-tutorials

awesome awesome-list education free free-tutorials hands-on labex numpy programming tutorials

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[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.

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# 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.

| Index | Name | Difficulty | Tutorial Link |
|---------|--------------------------------------------------------------------------------------------------------------------------------------------|--------------|-------------------------------------------------------------------------------------------------|
| 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) |
| 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) |
| 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) |
| 04 | [📖 NumPy Array Operations](https://labex.io/tutorials/numpy-numpy-array-operations-1403) | ★☆☆ | [🔗 View](https://labex.io/tutorials/numpy-numpy-array-operations-1403) |
| 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) |
| 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) |
| 07 | [📖 NumPy Shape Manipulation](https://labex.io/tutorials/numpy-numpy-shape-manipulation-214) | ★☆☆ | [🔗 View](https://labex.io/tutorials/numpy-numpy-shape-manipulation-214) |
| 08 | [📖 NumPy File IO](https://labex.io/tutorials/numpy-numpy-file-io-127) | ★☆☆ | [🔗 View](https://labex.io/tutorials/numpy-numpy-file-io-127) |
| 09 | [📖 NumPy Advanced Topics](https://labex.io/tutorials/numpy-numpy-advanced-topics-11) | ★☆☆ | [🔗 View](https://labex.io/tutorials/numpy-numpy-advanced-topics-11) |
| 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) |
| 11 | [📖 NumPy Median Function](https://labex.io/tutorials/python-numpy-median-function-86483) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-numpy-median-function-86483) |
| 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) |
| 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) |
| 14 | [📖 NumPy Broadcasting Fundamentals](https://labex.io/tutorials/numpy-numpy-broadcasting-fundamentals-86412) | ★☆☆ | [🔗 View](https://labex.io/tutorials/numpy-numpy-broadcasting-fundamentals-86412) |
| 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) |
| 16 | [📖 NumPy Partition Function](https://labex.io/tutorials/python-numpy-partition-function-86489) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-numpy-partition-function-86489) |
| 17 | [📖 NumPy Concatenate Function](https://labex.io/tutorials/python-numpy-concatenate-function-86420) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-numpy-concatenate-function-86420) |
| 18 | [📖 Numpy Transpose Function](https://labex.io/tutorials/python-numpy-transpose-function-86512) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-numpy-transpose-function-86512) |
| 19 | [📖 NumPy Matrix Multiplication](https://labex.io/tutorials/python-numpy-matrix-multiplication-86479) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-numpy-matrix-multiplication-86479) |
| 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) |
| 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) |
| 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) |
| 23 | [📖 NumPy Count Function](https://labex.io/tutorials/python-numpy-count-function-86423) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-numpy-count-function-86423) |
| 24 | [📖 Numpy Decode Function](https://labex.io/tutorials/python-numpy-decode-function-86427) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-numpy-decode-function-86427) |
| 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) |
| 26 | [📖 NumPy Isupper Function](https://labex.io/tutorials/python-numpy-isupper-function-86467) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-numpy-isupper-function-86467) |
| 27 | [📖 Numpy Multiply Function](https://labex.io/tutorials/python-numpy-multiply-function-86485) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-numpy-multiply-function-86485) |
| 28 | [📖 Numpy Split Function](https://labex.io/tutorials/python-numpy-split-function-86502) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-numpy-split-function-86502) |
| 29 | [📖 Numpy Amin Function](https://labex.io/tutorials/python-numpy-amin-function-86389) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-numpy-amin-function-86389) |
| 30 | [📖 NumPy Append Function](https://labex.io/tutorials/python-numpy-append-function-86391) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-numpy-append-function-86391) |
| 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) |
| 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) |
| 33 | [📖 Numpy Center Function](https://labex.io/tutorials/python-numpy-center-function-86416) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-numpy-center-function-86416) |
| 34 | [📖 Numpy Index Function](https://labex.io/tutorials/python-numpy-index-function-86450) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-numpy-index-function-86450) |
| 35 | [📖 NumPy Isalpha Function](https://labex.io/tutorials/numpy-numpy-isalpha-function-86456) | ★☆☆ | [🔗 View](https://labex.io/tutorials/numpy-numpy-isalpha-function-86456) |
| 36 | [📖 NumPy Istitle Function](https://labex.io/tutorials/python-numpy-istitle-function-86466) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-numpy-istitle-function-86466) |
| 37 | [📖 NumPy Join Function](https://labex.io/tutorials/python-numpy-join-function-86470) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-numpy-join-function-86470) |
| 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) |
| 39 | [📖 Numpy Dot Function](https://labex.io/tutorials/python-numpy-dot-function-86429) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-numpy-dot-function-86429) |
| 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) |
| 41 | [📖 NumPy Datatype Exploration](https://labex.io/tutorials/numpy-numpy-datatype-exploration-86425) | ★☆☆ | [🔗 View](https://labex.io/tutorials/numpy-numpy-datatype-exploration-86425) |
| 42 | [📖 NumPy STD Function](https://labex.io/tutorials/python-numpy-std-function-86508) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-numpy-std-function-86508) |
| 43 | [📖 NumPy Advance Indexing](https://labex.io/tutorials/numpy-numpy-advance-indexing-86385) | ★☆☆ | [🔗 View](https://labex.io/tutorials/numpy-numpy-advance-indexing-86385) |
| 44 | [📖 NumPy Array Function](https://labex.io/tutorials/numpy-numpy-array-function-86400) | ★☆☆ | [🔗 View](https://labex.io/tutorials/numpy-numpy-array-function-86400) |
| 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) |
| 46 | [📖 Numpy Isdigit Function](https://labex.io/tutorials/python-numpy-isdigit-function-86460) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-numpy-isdigit-function-86460) |
| 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) |
| 48 | [📖 Numpy Isnumeric Function](https://labex.io/tutorials/python-numpy-isnumeric-function-86462) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-numpy-isnumeric-function-86462) |
| 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) |
| 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) |
| 51 | [📖 NumPy Replace Function](https://labex.io/tutorials/python-numpy-replace-function-86494) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-numpy-replace-function-86494) |
| 52 | [📖 NumPy Swapcase Function](https://labex.io/tutorials/python-numpy-swapcase-function-86510) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-numpy-swapcase-function-86510) |
| 53 | [📖 NumPy Upper Function](https://labex.io/tutorials/python-numpy-upper-function-86516) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-numpy-upper-function-86516) |
| 54 | [📖 NumPy Amax Function](https://labex.io/tutorials/python-numpy-amax-function-86387) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-numpy-amax-function-86387) |
| 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) |
| 56 | [📖 NumPy Trunc Function](https://labex.io/tutorials/numpy-numpy-trunc-function-86514) | ★☆☆ | [🔗 View](https://labex.io/tutorials/numpy-numpy-trunc-function-86514) |
| 57 | [📖 NumPy Isdecimal Function](https://labex.io/tutorials/python-numpy-isdecimal-function-86458) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-numpy-isdecimal-function-86458) |
| 58 | [📖 NumPy Isspace Function](https://labex.io/tutorials/numpy-numpy-isspace-function-86464) | ★☆☆ | [🔗 View](https://labex.io/tutorials/numpy-numpy-isspace-function-86464) |
| 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) |
| 60 | [📖 Numpy Ceil Function](https://labex.io/tutorials/python-numpy-ceil-function-86414) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-numpy-ceil-function-86414) |
| 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) |
| 62 | [📖 NumPy Encode Function](https://labex.io/tutorials/python-numpy-encode-function-86433) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-numpy-encode-function-86433) |
| 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) |
| 64 | [📖 NumPy Invert Function](https://labex.io/tutorials/python-numpy-invert-function-86454) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-numpy-invert-function-86454) |
| 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) |
| 66 | [📖 NumPy Asarray Function](https://labex.io/tutorials/python-numpy-asarray-function-86404) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-numpy-asarray-function-86404) |
| 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) |
| 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) |
| 69 | [📖 Numpy Floor Function](https://labex.io/tutorials/python-numpy-floor-function-86441) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-numpy-floor-function-86441) |
| 70 | [📖 Numpy PTP Function](https://labex.io/tutorials/python-numpy-ptp-function-86491) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-numpy-ptp-function-86491) |
| 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) |
| 72 | [📖 NumPy Eye Function](https://labex.io/tutorials/numpy-numpy-eye-function-86435) | ★☆☆ | [🔗 View](https://labex.io/tutorials/numpy-numpy-eye-function-86435) |
| 73 | [📖 Numpy Logspace Function](https://labex.io/tutorials/python-numpy-logspace-function-86475) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-numpy-logspace-function-86475) |
| 74 | [📖 NumPy Fromiter Function](https://labex.io/tutorials/python-numpy-fromiter-function-86445) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-numpy-fromiter-function-86445) |
| 75 | [📖 NumPy Startswith Function](https://labex.io/tutorials/numpy-numpy-startswith-function-86506) | ★☆☆ | [🔗 View](https://labex.io/tutorials/numpy-numpy-startswith-function-86506) |
| 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) |
| 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) |
| 78 | [📖 Numpy Reshape Function](https://labex.io/tutorials/numpy-numpy-reshape-function-86496) | ★☆☆ | [🔗 View](https://labex.io/tutorials/numpy-numpy-reshape-function-86496) |
| 79 | [📖 100 Numpy Exercises](https://labex.io/tutorials/100-numpy-exercises-20746) | ★☆☆ | [🔗 View](https://labex.io/tutorials/100-numpy-exercises-20746) |

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