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‎codes/01_array-basics.ipynb‎

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"📝 **Author:** Amirhossein Heydari - 📧 **Email:** AmirhosseinHeydari78@gmail.com - 📍 **Linktree:** [linktr.ee/mr_pylin](https://linktr.ee/mr_pylin)\n",
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"📝 **Author:** Amirhossein Heydari - 📧 **Email:** <amirhosseinheydari78@gmail.com> - 📍 **Origin:** [mr-pylin/numpy-workshop](https://github.com/mr-pylin/numpy-workshop)\n",
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{
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"cell_type": "markdown",
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"# Dependencies"
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"# Dependencies\n"
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"metadata": {},
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"source": [
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"# NumPy Basics\n",
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" - **NumPy** is a powerful library for numerical computing in Python, optimized for high-performance array operations.\n",
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" - **Arrays** in NumPy provide efficient storage and are the primary data structure, supporting fast mathematical computations over large datasets.\n",
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"\n",
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"- **NumPy** is a powerful library for numerical computing in Python, optimized for high-performance array operations.\n",
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"- **Arrays** in NumPy provide efficient storage and are the primary data structure, supporting fast mathematical computations over large datasets.\n",
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"\n",
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"📝 **Docs**:\n",
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" - NumPy Overview: [numpy.org/doc/stable/user/quickstart.html](https://numpy.org/doc/stable/user/quickstart.html)\n",
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" - Array creation routines: [numpy.org/doc/stable/reference/routines.array-creation.html](https://numpy.org/doc/stable/reference/routines.array-creation.html)\n",
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" - `numpy.array`: [numpy.org/doc/stable/reference/generated/numpy.array.html#numpy.array](https://numpy.org/doc/stable/reference/generated/numpy.array.html)\n",
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" - Data type objects (`dtype`): [numpy.org/doc/stable/reference/arrays.dtypes.html](https://numpy.org/doc/stable/reference/arrays.dtypes.html)"
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"\n",
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"- NumPy Overview: [numpy.org/doc/stable/user/quickstart.html](https://numpy.org/doc/stable/user/quickstart.html)\n",
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"- Array creation routines: [numpy.org/doc/stable/reference/routines.array-creation.html](https://numpy.org/doc/stable/reference/routines.array-creation.html)\n",
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"- `numpy.array`: [numpy.org/doc/stable/reference/generated/numpy.array.html#numpy.array](https://numpy.org/doc/stable/reference/generated/numpy.array.html)\n",
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"- Data type objects (`dtype`): [numpy.org/doc/stable/reference/arrays.dtypes.html](https://numpy.org/doc/stable/reference/arrays.dtypes.html)\n"
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]
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## 0D array (Known as scalar)"
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"## 0D array (Known as scalar)\n"
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]
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"## 1D array (Known as vector)"
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"## 1D array (Known as vector)\n"
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"cell_type": "markdown",
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"## 2D array (known as matrix)"
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"## 2D array (known as matrix)\n"
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"cell_type": "markdown",
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"## 3D array"
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"## 3D array\n"
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"## 4D array"
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"## 4D array\n"
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‎codes/02_arithmetic-operations.ipynb‎

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"cell_type": "markdown",
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"📝 **Author:** Amirhossein Heydari - 📧 **Email:** AmirhosseinHeydari78@gmail.com - 📍 **Linktree:** [linktr.ee/mr_pylin](https://linktr.ee/mr_pylin)\n",
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"📝 **Author:** Amirhossein Heydari - 📧 **Email:** <amirhosseinheydari78@gmail.com> - 📍 **Origin:** [mr-pylin/numpy-workshop](https://github.com/mr-pylin/numpy-workshop)\n",
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"# Dependencies"
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"# Dependencies\n"
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"metadata": {},
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"# NumPy - Arithmetic Operations\n",
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" - **Scalar and Array Operations**:\n",
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" - Demonstrates adding, subtracting, multiplying, dividing, and performing other arithmetic operations between a NumPy array and a scalar.\n",
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" - **Array-to-Array Operations**:\n",
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" - Explores <u>element-wise</u> arithmetic operations between arrays of compatible shapes.\n",
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" - **Broadcasting**:\n",
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" - Explains how smaller arrays can be “broadcasted” to perform operations with larger arrays by aligning shapes.\n",
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"\n",
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"- **Scalar and Array Operations**:\n",
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" - Demonstrates adding, subtracting, multiplying, dividing, and performing other arithmetic operations between a NumPy array and a scalar.\n",
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"- **Array-to-Array Operations**:\n",
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" - Explores <u>element-wise</u> arithmetic operations between arrays of compatible shapes.\n",
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"- **Broadcasting**:\n",
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" - Explains how smaller arrays can be “broadcasted” to perform operations with larger arrays by aligning shapes.\n",
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"\n",
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"📝 Docs:\n",
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" - Arithmetic operations: [numpy.org/doc/stable/reference/routines.math.html#arithmetic-operations](https://numpy.org/doc/stable/reference/routines.math.html#arithmetic-operations)\n",
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" - Broadcasting: [numpy.org/doc/stable/user/basics.broadcasting.html](https://numpy.org/doc/stable/user/basics.broadcasting.html)"
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"\n",
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"- Arithmetic operations: [numpy.org/doc/stable/reference/routines.math.html#arithmetic-operations](https://numpy.org/doc/stable/reference/routines.math.html#arithmetic-operations)\n",
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"- Broadcasting: [numpy.org/doc/stable/user/basics.broadcasting.html](https://numpy.org/doc/stable/user/basics.broadcasting.html)\n"
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"## Array & Scalar"
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"## Array & Scalar\n"
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"## Array & Array"
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"## Array & Array\n"
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"## Broadcasting\n",
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" - It allows arrays of different shapes to be used together in different operations.\n",
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" - The **smaller** array is “broadcasted” across the **larger** array so that they have compatible shapes."
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"\n",
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"- It allows arrays of different shapes to be used together in different operations.\n",
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"- The **smaller** array is “broadcasted” across the **larger** array so that they have compatible shapes.\n"
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‎codes/03_comparative-operations.ipynb‎

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"📝 **Author:** Amirhossein Heydari - 📧 **Email:** AmirhosseinHeydari78@gmail.com - 📍 **Linktree:** [linktr.ee/mr_pylin](https://linktr.ee/mr_pylin)\n",
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"📝 **Author:** Amirhossein Heydari - 📧 **Email:** <amirhosseinheydari78@gmail.com> - 📍 **Origin:** [mr-pylin/numpy-workshop](https://github.com/mr-pylin/numpy-workshop)\n",
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"# Dependencies\n"
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"# NumPy - Comparative Operations\n",
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" - **Scalar and Array Operations**:\n",
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" - Compares arrays with scalar values using operators like `==`, `!=`, `<`, `>`, `<=`, and `>=`..\n",
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" - **Array-to-Array Operations**:\n",
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" - Conducts <u>element-wise</u> comparisons between arrays of compatible shapes.\n",
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" - **Broadcasting**:\n",
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" - Explains how smaller arrays can be “broadcasted” to perform operations with larger arrays by aligning shapes.\n",
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"\n",
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"- **Scalar and Array Operations**:\n",
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" - Compares arrays with scalar values using operators like `==`, `!=`, `<`, `>`, `<=`, and `>=`..\n",
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"- **Array-to-Array Operations**:\n",
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" - Conducts <u>element-wise</u> comparisons between arrays of compatible shapes.\n",
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"- **Broadcasting**:\n",
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" - Explains how smaller arrays can be “broadcasted” to perform operations with larger arrays by aligning shapes.\n",
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"📝 Docs:\n",
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" - Comparison operations: [numpy.org/doc/stable/reference/routines.logic.html#comparison](https://numpy.org/doc/stable/reference/routines.logic.html#comparison)\n",
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" - Broadcasting: [numpy.org/doc/stable/user/basics.broadcasting.html](https://numpy.org/doc/stable/user/basics.broadcasting.html)"
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"\n",
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"- Comparison operations: [numpy.org/doc/stable/reference/routines.logic.html#comparison](https://numpy.org/doc/stable/reference/routines.logic.html#comparison)\n",
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"- Broadcasting: [numpy.org/doc/stable/user/basics.broadcasting.html](https://numpy.org/doc/stable/user/basics.broadcasting.html)\n"
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"## Array & Scalar\n"
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"## Array & Array\n"
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"## Broadcasting\n",
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"- The **smaller** array is “broadcasted” across the **larger** array so that they have compatible shapes.\n"
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‎codes/04_index-&-slice.ipynb‎

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"📝 **Author:** Amirhossein Heydari - 📧 **Email:** AmirhosseinHeydari78@gmail.com - 📍 **Linktree:** [linktr.ee/mr_pylin](https://linktr.ee/mr_pylin)\n",
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"📝 **Author:** Amirhossein Heydari - 📧 **Email:** <amirhosseinheydari78@gmail.com> - 📍 **Origin:** [mr-pylin/numpy-workshop](https://github.com/mr-pylin/numpy-workshop)\n",
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"# NumPy - Index\n",
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"- Accesses individual elements or subsets within an array by specifying positions.\n",
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"- Indexing on `ndarrays`: [numpy.org/doc/stable/user/basics.indexing.html](https://numpy.org/doc/stable/user/basics.indexing.html)\n",
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"- Indexing routines: [numpy.org/doc/stable/reference/routines.indexing.html](https://numpy.org/doc/stable/reference/routines.indexing.html)\n"
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"# NumPy - Slice\n",
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"- Indexing routines: [numpy.org/doc/stable/reference/routines.indexing.html](https://numpy.org/doc/stable/reference/routines.indexing.html)\n"
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