From 55cad9a70d626ac497826ec15350e8d00f065578 Mon Sep 17 00:00:00 2001 From: Chethana Potukanam Date: Sat, 25 May 2024 17:50:30 +0530 Subject: [PATCH 01/12] Added SeabornPlotting Functions --- .../SeabornPlotting .md | 238 ++++++++++++++++++ contrib/plotting-visualization/index.md | 1 + images/plot_images/image1.png | Bin 0 -> 53217 bytes images/plot_images/image10.png | Bin 0 -> 38312 bytes images/plot_images/image11.png | Bin 0 -> 108739 bytes images/plot_images/image12.png | Bin 0 -> 121680 bytes images/plot_images/image13.png | Bin 0 -> 28883 bytes images/plot_images/image14.png | Bin 0 -> 26863 bytes images/plot_images/image15.png | Bin 0 -> 16226 bytes images/plot_images/image16.png | Bin 0 -> 25392 bytes images/plot_images/image2.png | Bin 0 -> 44101 bytes images/plot_images/image3.png | Bin 0 -> 22115 bytes images/plot_images/image4.png | Bin 0 -> 34843 bytes images/plot_images/image5.png | Bin 0 -> 20812 bytes images/plot_images/image6.png | Bin 0 -> 13023 bytes images/plot_images/image7.png | Bin 0 -> 15950 bytes images/plot_images/image8.png | Bin 0 -> 25305 bytes images/plot_images/image9.png | Bin 0 -> 18847 bytes 18 files changed, 239 insertions(+) create mode 100644 contrib/plotting-visualization/SeabornPlotting .md create mode 100644 images/plot_images/image1.png create mode 100644 images/plot_images/image10.png create mode 100644 images/plot_images/image11.png create mode 100644 images/plot_images/image12.png create mode 100644 images/plot_images/image13.png create mode 100644 images/plot_images/image14.png create mode 100644 images/plot_images/image15.png create mode 100644 images/plot_images/image16.png create mode 100644 images/plot_images/image2.png create mode 100644 images/plot_images/image3.png create mode 100644 images/plot_images/image4.png create mode 100644 images/plot_images/image5.png create mode 100644 images/plot_images/image6.png create mode 100644 images/plot_images/image7.png create mode 100644 images/plot_images/image8.png create mode 100644 images/plot_images/image9.png diff --git a/contrib/plotting-visualization/SeabornPlotting .md b/contrib/plotting-visualization/SeabornPlotting .md new file mode 100644 index 0000000..0e219c4 --- /dev/null +++ b/contrib/plotting-visualization/SeabornPlotting .md @@ -0,0 +1,238 @@ +### Seaborn Plotting Functions: +Seaborn is a powerful and easy-to-use data visualization library in Python built on top of Matplotlib.It provides a high-level interface for drawing attractive and informative statistical graphics.Now we will cover various functions covered by Seaborn, along with examples to illustrate their usage. +Seaborn simplifies the process of creating complex visualizations with a few lines of code and it integrates closely with pandas data structure , making it an excellent choice for data analysis and exploration. +### Setting up Seaborn: +Make sure seaborn library is installed in your system. If not use command +`pip install seaborn` +After installing you are all set to experiment with plotting functions. + +``` +#import necessary libraries + +import seaborn as sns +import matplotlib.pyplot as plt +import pandas as pd +``` + +Seaborn includes several built-in datasets that you can use for practice +You can list all available datasets using below command +`sns.get_dataset_names()` +Here we are using 'tips' dataset + +``` +# loading an example dataset +tips=sns.load_dataset('tips') +``` + +Before delving into plotting, make yourself comfortable with the dataset. To do that, use the pandas library to understand what information the dataset contains and preprocess the data. If you get stuck, feel free to refer to the pandas documentation. + +### Relational Plots: +Relational plots are used to visualize the relationship between two or more variables +##### Scatter Plot: +A scatter plot displays data points based on two numerical variables.Seaborn `scatterplot` function allows you to create scatter plots with ease +##### Line Plot: +A line plot connects data points in the order they appear in the dataset.This is useful for time series data.`lineplot` function allows you to create lineplots. + +``` +# scatter plot using Seaborn + +plt.figure(figsize=(5,5)) +sns.scatterplot(data=tips,x='total_bill',y='tip',hue='day',style='time') +plt.title('Scatter Plot of Total Bill vs Tip') +plt.show() +``` +![Alt text](/images/plot_images/image1.png) + +``` +# lineplot using seaborn + +plt.figure(figsize=(5,5)) +sns.lineplot(data=tips,x='size',y='total_bill',hue='day') +plt.title('Line Plot of Total Bill by Size and Day') +plt.show() +``` +![Alt text](images/plot_images/image2.png) + +### Distribution Plots: +Distribution Plots visualize the distribution of a single numerical variable +##### HistPlot: +A histplot displays the distribution of a numerical variable by dividing the data into bins. +##### KDE Plot: +A Kernel Density Estimate (KDE) plot represents the distribution of a variable as a smooth curve. +##### ECDF Plot: +An Empirical Cumulative Distribution Function (ECDF) plot shows the proportion of data points below each value. +##### Rug Plot: +A rug plot in Seaborn is a simple way to show the distribution of a variable by drawing small vertical lines (or "rugs") at each data point along the x-axis. + +``` +# Histplot using Seaborn + +plt.figure(figsize=(5,5)) +sns.histplot(data=tips, x='total_bill', kde=True) +plt.title('Histplot of Total Bill') +plt.show() +``` +![Alt text](/images/plot_images/image3.png) + +``` +# KDE Plot using Seaborn + +plt.figure(figsize=(5,5)) +sns.kdeplot(data=tips, x='total_bill', hue='sex', fill=True) +plt.title('KDE Plot of Total Bill by Sex') +plt.show() +``` +![Alt text](/images/plot_images/image4.png) + +``` +# ECDF Plot using Seaborn + +plt.figure(figsize=(5,5)) +sns.ecdfplot(data=tips, x='total_bill', hue='sex') +plt.title('ECDF Plot of Total Bill by Sex') +plt.show() +``` +![Alt text](/images/plot_images/image5.png) + +``` +# Rug Plot using Seaborn + +plt.figure(figsize=(3,3)) +sns.rugplot(x='total_bill', data=tips) +plt.title('Rug Plot of Total Bill Amounts') +plt.show() +``` +![Alt text](/images/plot_images/image6.png) + + ### Categorical Plots: + Categorical plots are used to visualize data where one or more variables are categorical. + ##### Bar Plot: + A bar plot shows the relationship between a categorical variable and a numerical variable. + ##### Point Plot: + A point plot in Seaborn is used to show the relationship between two categorical variables, with the size of the points representing the values of third variable. + ##### Box Plot: + A box plot displays the distribution of a numerical variable across different categories. + ##### Violin Plot: + A violin plot combines aspects of a box plot and a KDE plot to show the distribution of data + + ``` + # Bar Plot using Seaborn + +plt.figure(figsize=(5,5)) +sns.barplot(data=tips,x='day',y='total_bill',hue='sex') +plt.title('Bar Plot of Total Bill by Day and Sex') +plt.show() + ``` +![Alt text](/images/plot_images/image7.png) + +``` +# Point Plot using Seaborn + +plt.figure(figsize=(5,5)) +sns.pointplot(x='day',y='total_bill',hue='sex',data=tips) +plt.title('Average Total Bill by Day and Sex') +plt.show() +``` +![Alt text](/images/plot_images/image8.png) + +``` +# Box Plot using Seaborn + +plt.figure(figsize=(5,5)) +sns.boxplot(data=tips, x='day', y='total_bill', hue='sex') +plt.title('Box Plot of Total Bill by Day and Sex') +plt.show() +``` +![Alt text](/images/plot_images/image9.png) + +``` +# Violin Plot using Seaborn + +plt.figure(figsize=(5,5)) +sns.violinplot(data=tips,x='day',y='total_bill',hue='sex',split=True) +plt.title('Violin Plot of Total Bill by Day and Sex') +plt.show() +``` +![Alt text](/images/plot_images/image10.png) + +### Matrix Plots: +Matrix plots are useful for visualizing data in a matrix format. +##### Heatmap: +A heatmap displays data in a matrix where values are represented by color. + +``` +# Heatmap using Seaborn + +plt.figure(figsize=(10,8)) +flights = sns.load_dataset('flights') +flights_pivot = flights.pivot(index='month', columns='year', values='passengers') +sns.heatmap(flights_pivot, annot=True, fmt='d', cmap='YlGnBu') +plt.title('Heatmap of Flight Passengers') +plt.show() +``` +![Alt text](/images/plot_images/image11.png) + +### Pair Plot: +A pair plot shows the pairwise relationships between multiple variables in a dataset. + +``` +#Pairplot using Seaborn + +plt.figure(figsize=(5,5)) +sns.pairplot(tips, hue='sex') +plt.title('Pair Plot of Tips Dataset') +plt.show() +``` +![Alt text](/images/plot_images/image12.png) + +### FacetGrid: +FacetGrid allows you to create a grid of plots based on the values of one or more categorical variables. + +``` +#Facetgrid using Seaborn + +plt.figure(figsize=(5,5)) +g = sns.FacetGrid(tips, col='sex', row='time', margin_titles=True) +g.map(sns.scatterplot, 'total_bill', 'tip') +plt.show() +``` +![Alt text](/images/plot_images/image13.png) + +### Customizing Seaborn Plots: +Seaborn plots can be customized to improve their appearance and convey more information. + +##### Changing the Aesthetic Style: +Seaborn comes with several built-in themes. + +``` +sns.set_style('whitegrid') +sns.scatterplot(data=tips, x='total_bill', y='tip') +plt.title('Scatter Plot with Whitegrid Style') +plt.show() +``` +![Alt text](/images/plot_images/image14.png) + +##### Customizing Colors: +You can use color palettes to customize the colors in your plots. + +``` +sns.set_palette('pastel') +sns.barplot(data=tips, x='day', y='total_bill', hue='sex') +plt.title('Bar Plot with Pastel Palette') +plt.show() +``` +![Alt text](/images/plot_images/image15.png) + +##### Adding Titles and Labels: +Titles and labels can be added to make plots more informative. + +``` +plot = sns.scatterplot(data=tips, x='total_bill', y='tip') +plot.set_title('Scatter Plot of Total Bill vs Tip') +plot.set_xlabel('Total Bill ($)') +plot.set_ylabel('Tip ($)') +plt.show() +``` +![Alt text](/images/plot_images/image16.png) + +Seaborn is a versatile library that simplifies the creation of complex visualizations. By using Seaborn's plotting functions, you can create a wide range of statistical graphics with minimal effort. Whether you're working with relational data, categorical data, or distributions, Seaborn provides the tools you need to visualize your data effectively. \ No newline at end of file diff --git a/contrib/plotting-visualization/index.md b/contrib/plotting-visualization/index.md index 67bee6d..3286129 100644 --- a/contrib/plotting-visualization/index.md +++ b/contrib/plotting-visualization/index.md @@ -1,3 +1,4 @@ # List of sections - [Installing Matplotlib](matplotlib_installation.md) +- [Seaborn Plotting Functions](SeabornPlotting.md) \ No newline at end of file diff --git a/images/plot_images/image1.png b/images/plot_images/image1.png new file mode 100644 index 0000000000000000000000000000000000000000..a8a6017ed75085902bce06da5caa65e96919754f GIT binary patch literal 53217 zcmbrmbyQZ}*DeeyD4?K(gtT;sw6uVvbT>*#d4qJL0@9*L2q;K52na|^r!>;t(jZ-D z?%#X9_ndLY`QsboJY&Fp`>Dh z+`xqYv+;wu7+wUNq;#Cr?JS&JpF5bNDL!|yx3zP!wKAc0F?VpZvO{q{;D5lyMs4Zj 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changed, 427 insertions(+) create mode 100644 contrib/machine-learning/PyTorch_Fundamentals.md diff --git a/contrib/machine-learning/PyTorch_Fundamentals.md b/contrib/machine-learning/PyTorch_Fundamentals.md new file mode 100644 index 0000000..a504ffc --- /dev/null +++ b/contrib/machine-learning/PyTorch_Fundamentals.md @@ -0,0 +1,427 @@ +# PyTorch Fundamentals + + +```python +# Import pytorch in our codespace +import torch +print(torch.__version__) +``` + + 2.3.0+cu121 + + +2.3.0 is the pytorch version and 121 is the cuda version + +Now you have already seen how to create a tensor in pytorch. In this notebook i am going to show you the operations which can be applied on a tensor with a quick previous revision. + +### 1. Creating tensors + + +```python +# Scalar tensor ( a zero dimension tensor) +scalar = torch.tensor(7) +print(scalar) +``` + + tensor(7) + + + +```python +# Check the dimension of the above tensor +print(scalar.ndim) +``` + + 0 + + + +```python +# To retrieve the number from the tensor we use `item()` +print(scalar.item()) +``` + + 7 + + + +```python +# Vector (It is a single dimension tensor but contain many numbers) +vector = torch.tensor([1,2]) +print(vector) +``` + + tensor([1, 2]) + + + +```python +# Check the dimensions +print(vector.ndim) +``` + + 1 + + + +```python +# Check the shape of the vector +print(vector.shape) +``` + + torch.Size([2]) + + +The above returns torch.Size([2]) which means our vector has a shape of [2]. This is because of the two elements we placed inside the square brackets ([1,2]) + +Note: +I'll let you in on a trick. + +You can tell the number of dimensions a tensor in PyTorch has by the number of square brackets on the outside ([) and you only need to count one side. + + +```python +# Let's create a matrix +MATRIX = torch.tensor([[1,2], + [4,5]]) +print(MATRIX) +``` + + tensor([[1, 2], + [4, 5]]) + + +There are two brackets so it must be 2 dimensions , lets check + + +```python +print(MATRIX.ndim) +``` + + 2 + + + +```python +# Shape +print(MATRIX.shape) +``` + + torch.Size([2, 2]) + + +It means MATRIX has 2 rows and 2 columns. + + +```python +# Let's create a TENSOR +TENSOR = torch.tensor([[[1,2,3], + [4,5,6], + [7,8,9]]]) +print(TENSOR) +``` + + tensor([[[1, 2, 3], + [4, 5, 6], + [7, 8, 9]]]) + + + +```python +# Let's check the dimensions +print(TENSOR.ndim) +``` + + 3 + + + +```python +# shape? +print(TENSOR.shape) +``` + + torch.Size([1, 3, 3]) + + +The dimensions go outer to inner. + +That means there's 1 dimension of 3 by 3. + +##### Let's summarise + +* scalar -> a single number having 0 dimension. +* vector -> have many numbers but having 1 dimension. +* matrix -> a array of numbers having 2 dimensions. +* tensor -> a array of numbers having n dimensions. + +### Random Tensors + +We can create them using `torch.rand()` and passing in the `size` parameter. + + +```python +# creating a random tensor of size (3,4) +rand_tensor = torch.rand(size = (3,4)) +print(rand_tensor) +``` + + tensor([[0.7462, 0.4950, 0.7851, 0.8277], + [0.6112, 0.5159, 0.1728, 0.6847], + [0.4472, 0.1612, 0.6481, 0.3236]]) + + + +```python +# Check the dimensions +print(rand_tensor.ndim) +``` + + 2 + + + +```python +# Shape +print(rand_tensor.shape) +``` + + torch.Size([3, 4]) + + + +```python +# datatype +print(rand_tensor.dtype) +``` + + torch.float32 + + +### Zeros and ones + +Here we will create a tensor of any shape filled with zeros and ones + + +```python +# Create a tensor of all zeros +zeros = torch.zeros(size = (3,4)) +print(zeros) +``` + + tensor([[0., 0., 0., 0.], + [0., 0., 0., 0.], + [0., 0., 0., 0.]]) + + + +```python +# create a tensor of ones +ones = torch.ones(size = (3,4)) +print(ones) +``` + + tensor([[1., 1., 1., 1.], + [1., 1., 1., 1.], + [1., 1., 1., 1.]]) + + +### Create a tensor having range of numbers + +You can use `torch.arange(start, end, step)` to do so. + +Where: + +* start = start of range (e.g. 0) +* end = end of range (e.g. 10) +* step = how many steps in between each value (e.g. 1) + +> Note: In Python, you can use range() to create a range. However in PyTorch, torch.range() is deprecated show error, show use `torch.arange()` + + +```python +zero_to_ten = torch.arange(start = 0, + end = 10, + step = 1) +print(zero_to_ten) +``` + + tensor([0, 1, 2, 3, 4, 5, 6, 7, 8, 9]) + + +# 2. Manipulating tensors (tensor operations) + +The operations are : + +* Addition +* Substraction +* Multiplication (element-wise) +* Division +* Matrix multiplication + +### 1. Addition + + +```python +tensor = torch.tensor([1,2,3]) +print(tensor+10) +``` + + tensor([11, 12, 13]) + + +We have add 10 to each tensor element. + + +```python +tensor1 = torch.tensor([4,5,6]) +print(tensor+tensor1) +``` + + tensor([5, 7, 9]) + + +We have added two tensors , remember that addition takes place element wise. + +### 2. Subtraction + + +```python +print(tensor-8) +``` + + tensor([-7, -6, -5]) + + +We've subtracted 8 from the above tensor. + + +```python +print(tensor-tensor1) +``` + + tensor([-3, -3, -3]) + + +### 3. Multiplication + + +```python +# Multiply the tensor with 10 (element wise) +print(tensor*10) +``` + + tensor([10, 20, 30]) + + +Each element of tensor gets multiplied by 10. + +Note: + +PyTorch also has a bunch of built-in functions like `torch.mul()` (short for multiplication) and `torch.add()` to perform basic operations. + + +```python +# let's see them +print(torch.add(tensor,10)) +``` + + tensor([11, 12, 13]) + + + +```python +print(torch.mul(tensor,10)) +``` + + tensor([10, 20, 30]) + + +### Matrix multiplication (is all you need) +One of the most common operations in machine learning and deep learning algorithms (like neural networks) is matrix multiplication. + +PyTorch implements matrix multiplication functionality in the `torch.matmul()` method. + +The main two rules for matrix multiplication to remember are: + +The inner dimensions must match: +* (3, 2) @ (3, 2) won't work +* (2, 3) @ (3, 2) will work +* (3, 2) @ (2, 3) will work +The resulting matrix has the shape of the outer dimensions: +* (2, 3) @ (3, 2) -> (2, 2) +* (3, 2) @ (2, 3) -> (3, 3) + + +Note: "@" in Python is the symbol for matrix multiplication. + + +```python +# let's perform the matrix multiplication +tensor1 = torch.tensor([[[1,2,3], + [4,5,6], + [7,8,9]]]) +tensor2 = torch.tensor([[[1,1,1], + [2,2,2], + [3,3,3]]]) + +print(tensor1) , print(tensor2) +``` + + tensor([[[1, 2, 3], + [4, 5, 6], + [7, 8, 9]]]) + tensor([[[1, 1, 1], + [2, 2, 2], + [3, 3, 3]]]) + + + + + + (None, None) + + + + +```python +# let's check the shape +print(tensor1.shape) , print(tensor2.shape) +``` + + torch.Size([1, 3, 3]) + torch.Size([1, 3, 3]) + + + + + + (None, None) + + + + +```python + # Matrix multiplication +print(torch.matmul(tensor1, tensor2)) +``` + + tensor([[[14, 14, 14], + [32, 32, 32], + [50, 50, 50]]]) + + + +```python +# Can also use the "@" symbol for matrix multiplication, though not recommended +print(tensor1 @ tensor2) +``` + + tensor([[[14, 14, 14], + [32, 32, 32], + [50, 50, 50]]]) + + +Note: + +If shape is not perfect you can transpose the tensor and perform the matrix multiplication. From 03e9338a91c16d46dc36bc46d2c5b5ca223b81fc Mon Sep 17 00:00:00 2001 From: Krishna Kaushik <131583096+kRiShNa-429407@users.noreply.github.com> Date: Sat, 8 Jun 2024 13:34:39 +0530 Subject: [PATCH 03/12] Update index.md --- contrib/machine-learning/index.md | 1 + 1 file changed, 1 insertion(+) diff --git a/contrib/machine-learning/index.md b/contrib/machine-learning/index.md index 0bf39f9..b52371a 100644 --- a/contrib/machine-learning/index.md +++ b/contrib/machine-learning/index.md @@ -20,3 +20,4 @@ - [Grid Search](grid-search.md) - [Transformers](transformers.md) - [K-nearest neighbor (KNN)](knn.md) +- [PyTorch Fundamentals](PyTorch_Fundamentals.md) From 71bf180dd5d15b1f4af8a622d076364d477a35c8 Mon Sep 17 00:00:00 2001 From: Krishna Kaushik <131583096+kRiShNa-429407@users.noreply.github.com> Date: Thu, 13 Jun 2024 09:24:26 +0530 Subject: [PATCH 04/12] Update PyTorch_Fundamentals.md --- .../machine-learning/PyTorch_Fundamentals.md | 171 +++++++----------- 1 file changed, 64 insertions(+), 107 deletions(-) diff --git a/contrib/machine-learning/PyTorch_Fundamentals.md b/contrib/machine-learning/PyTorch_Fundamentals.md index a504ffc..3248a08 100644 --- a/contrib/machine-learning/PyTorch_Fundamentals.md +++ b/contrib/machine-learning/PyTorch_Fundamentals.md @@ -5,9 +5,9 @@ # Import pytorch in our codespace import torch print(torch.__version__) -``` - 2.3.0+cu121 +output -> 2.3.0+cu121 +``` 2.3.0 is the pytorch version and 121 is the cuda version @@ -21,27 +21,26 @@ Now you have already seen how to create a tensor in pytorch. In this notebook i # Scalar tensor ( a zero dimension tensor) scalar = torch.tensor(7) print(scalar) -``` - tensor(7) +output -> tensor(7) +``` ```python # Check the dimension of the above tensor print(scalar.ndim) -``` - 0 - +output -> 0 +``` ```python # To retrieve the number from the tensor we use `item()` print(scalar.item()) -``` - 7 +output -> 7 +``` @@ -49,27 +48,25 @@ print(scalar.item()) # Vector (It is a single dimension tensor but contain many numbers) vector = torch.tensor([1,2]) print(vector) -``` - tensor([1, 2]) - +output -> tensor([1, 2]) +``` ```python # Check the dimensions print(vector.ndim) -``` - 1 - +output -> 1 +``` ```python # Check the shape of the vector print(vector.shape) -``` - torch.Size([2]) +output -> torch.Size([2]) +``` The above returns torch.Size([2]) which means our vector has a shape of [2]. This is because of the two elements we placed inside the square brackets ([1,2]) @@ -85,30 +82,27 @@ You can tell the number of dimensions a tensor in PyTorch has by the number of s MATRIX = torch.tensor([[1,2], [4,5]]) print(MATRIX) -``` - tensor([[1, 2], +output -> tensor([[1, 2], [4, 5]]) - +``` There are two brackets so it must be 2 dimensions , lets check ```python print(MATRIX.ndim) -``` - 2 - +output -> 2 +``` ```python # Shape print(MATRIX.shape) -``` - torch.Size([2, 2]) - +output -> torch.Size([2, 2]) +``` It means MATRIX has 2 rows and 2 columns. @@ -119,30 +113,27 @@ TENSOR = torch.tensor([[[1,2,3], [4,5,6], [7,8,9]]]) print(TENSOR) -``` - tensor([[[1, 2, 3], +output -> tensor([[[1, 2, 3], [4, 5, 6], [7, 8, 9]]]) - +``` ```python # Let's check the dimensions print(TENSOR.ndim) -``` - 3 - +output -> 3 +``` ```python # shape? print(TENSOR.shape) -``` - torch.Size([1, 3, 3]) - +output -> torch.Size([1, 3, 3]) +``` The dimensions go outer to inner. @@ -164,39 +155,35 @@ We can create them using `torch.rand()` and passing in the `size` parameter. # creating a random tensor of size (3,4) rand_tensor = torch.rand(size = (3,4)) print(rand_tensor) -``` - tensor([[0.7462, 0.4950, 0.7851, 0.8277], +output -> tensor([[0.7462, 0.4950, 0.7851, 0.8277], [0.6112, 0.5159, 0.1728, 0.6847], [0.4472, 0.1612, 0.6481, 0.3236]]) - +``` ```python # Check the dimensions print(rand_tensor.ndim) -``` - 2 - +output -> 2 +``` ```python # Shape print(rand_tensor.shape) -``` - torch.Size([3, 4]) - +output -> torch.Size([3, 4]) +``` ```python # datatype print(rand_tensor.dtype) -``` - torch.float32 - +output -> torch.float32 +``` ### Zeros and ones @@ -207,24 +194,22 @@ Here we will create a tensor of any shape filled with zeros and ones # Create a tensor of all zeros zeros = torch.zeros(size = (3,4)) print(zeros) -``` - tensor([[0., 0., 0., 0.], +output -> tensor([[0., 0., 0., 0.], [0., 0., 0., 0.], [0., 0., 0., 0.]]) - +``` ```python # create a tensor of ones ones = torch.ones(size = (3,4)) print(ones) -``` - tensor([[1., 1., 1., 1.], +output -> tensor([[1., 1., 1., 1.], [1., 1., 1., 1.], [1., 1., 1., 1.]]) - +``` ### Create a tensor having range of numbers @@ -244,10 +229,9 @@ zero_to_ten = torch.arange(start = 0, end = 10, step = 1) print(zero_to_ten) -``` - tensor([0, 1, 2, 3, 4, 5, 6, 7, 8, 9]) - +output -> tensor([0, 1, 2, 3, 4, 5, 6, 7, 8, 9]) +``` # 2. Manipulating tensors (tensor operations) @@ -265,10 +249,9 @@ The operations are : ```python tensor = torch.tensor([1,2,3]) print(tensor+10) -``` - tensor([11, 12, 13]) - +output -> tensor([11, 12, 13]) +``` We have add 10 to each tensor element. @@ -276,10 +259,9 @@ We have add 10 to each tensor element. ```python tensor1 = torch.tensor([4,5,6]) print(tensor+tensor1) -``` - tensor([5, 7, 9]) - +output -> tensor([5, 7, 9]) +``` We have added two tensors , remember that addition takes place element wise. @@ -288,20 +270,18 @@ We have added two tensors , remember that addition takes place element wise. ```python print(tensor-8) -``` - tensor([-7, -6, -5]) - +output -> tensor([-7, -6, -5]) +``` We've subtracted 8 from the above tensor. ```python print(tensor-tensor1) -``` - tensor([-3, -3, -3]) - +output -> tensor([-3, -3, -3]) +``` ### 3. Multiplication @@ -309,10 +289,9 @@ print(tensor-tensor1) ```python # Multiply the tensor with 10 (element wise) print(tensor*10) -``` - tensor([10, 20, 30]) - +output -> tensor([10, 20, 30]) +``` Each element of tensor gets multiplied by 10. @@ -324,18 +303,16 @@ PyTorch also has a bunch of built-in functions like `torch.mul()` (short for mul ```python # let's see them print(torch.add(tensor,10)) -``` - tensor([11, 12, 13]) - +output -> tensor([11, 12, 13]) +``` ```python print(torch.mul(tensor,10)) -``` - tensor([10, 20, 30]) - +output -> tensor([10, 20, 30]) +``` ### Matrix multiplication (is all you need) One of the most common operations in machine learning and deep learning algorithms (like neural networks) is matrix multiplication. @@ -366,61 +343,41 @@ tensor2 = torch.tensor([[[1,1,1], [3,3,3]]]) print(tensor1) , print(tensor2) -``` - tensor([[[1, 2, 3], +output1 -> tensor([[[1, 2, 3], [4, 5, 6], [7, 8, 9]]]) - tensor([[[1, 1, 1], +output2 -> tensor([[[1, 1, 1], [2, 2, 2], [3, 3, 3]]]) - - - - - - (None, None) - - - +``` ```python # let's check the shape print(tensor1.shape) , print(tensor2.shape) + +output1 -> torch.Size([1, 3, 3]) +output2 ->torch.Size([1, 3, 3]) ``` - torch.Size([1, 3, 3]) - torch.Size([1, 3, 3]) - - - - - - (None, None) - - - - ```python # Matrix multiplication print(torch.matmul(tensor1, tensor2)) -``` - tensor([[[14, 14, 14], +output -> tensor([[[14, 14, 14], [32, 32, 32], [50, 50, 50]]]) - +``` ```python # Can also use the "@" symbol for matrix multiplication, though not recommended print(tensor1 @ tensor2) -``` - tensor([[[14, 14, 14], +output -> tensor([[[14, 14, 14], [32, 32, 32], [50, 50, 50]]]) - +``` Note: From 8736789d297cd9300ca357668e6903c1dbff1ae4 Mon Sep 17 00:00:00 2001 From: piyush-poddar Date: Sat, 22 Jun 2024 04:36:40 +0530 Subject: [PATCH 05/12] Introduction to Bar Plots in Plotly --- .../images/plotly-bar-colors-basic.png | Bin 0 -> 25977 bytes .../images/plotly-bar-colors.png | Bin 0 -> 24663 bytes 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b/contrib/plotting-visualization/index.md index 7e43d9b..33f3a17 100644 --- a/contrib/plotting-visualization/index.md +++ b/contrib/plotting-visualization/index.md @@ -8,3 +8,4 @@ - [Scatter Plots in Matplotlib](matplotlib-scatter-plot.md) - [Introduction to Seaborn and Installation](seaborn-intro.md) - [Getting started with Seaborn](seaborn-basics.md) +- [Bar Plots in Plotly](plotly-bar-plots.md) diff --git a/contrib/plotting-visualization/plotly-bar-plots.md b/contrib/plotting-visualization/plotly-bar-plots.md new file mode 100644 index 0000000..5f2159a --- /dev/null +++ b/contrib/plotting-visualization/plotly-bar-plots.md @@ -0,0 +1,348 @@ +# Bar Plots in Plotly + +A bar plot or a bar chart is a type of data visualisation that represents data in the form of rectangular bars, with lengths or heights proportional to the values and data which they represent. The bar plots can be plotted both vertically and horizontally. + +It is one of the most widely used type of data visualisation as it is easy to interpret and is pleasing to the eyes. + +Plotly is a very powerful library for creating modern visualizations and it provides a very easy and intuitive method to create highly customized bar plots. + +## Prerequisites + +Before creating bar plots in Plotly you must ensure that you have Python, Plotly and Pandas installed on your system. + +## Introduction + +There are various ways to create bar plots in `plotly`. One of the prominent and easiest one is using `plotly.express`. Plotly Express is the easy-to-use, high-level interface to Plotly, which operates on a variety of types of data and produces easy-to-style figures. On the other hand you can also use `plotly.graph_objects` to create various plots. + +Here, we'll be using `plotly.express` to create the bar plots. Also we'll be converting our datasets into pandas DataFrames which makes it extremely convenient to create plots. + +Also, note that when you execute the codes in a simple python file, the output plot will be shown in your **browser**, rather than a pop-up window like in matplotlib. If you do not want that, it is **recommended to create the plots in a notebook (like jupyter)**. For this, install an additional library `nbformat`. This way you can see the output on the notebook itself, and can also render its format to png, jpg, etc. + +## Creating a simple bar plot using `plotly.express.bar` + +With `plotly.express.bar`, each row of the DataFrame is represented as a rectangular mark. + +```Python +import plotly.express as px +import pandas as pd + +# Creating dataset +years = ['1998', '1999', '2000', '2001', '2002'] +num_of_cars_sold = [200, 300, 500, 700, 1000] + +# Converting dataset to pandas DataFrame +dataset = {"Years":years, "Number of Cars sold":num_of_cars_sold} +df = pd.DataFrame(dataset) + +# Creating bar plot +fig = px.bar(df, x='Years', y='Number of Cars sold') + +# Showing plot +fig.show() +``` +![Basic Bar Plot](images/plotly-basic-bar-plot.png) + +Here, we are first creating the dataset and converting it into Pandas DataFrames using dictionaries, with its keys being DataFrame columns. Next, we are plotting the bar chart by using `px.bar`. In the `x` and `y` parameters, we have to specify a column name in the DataFrame. + +**Note:** When you generate the image using above code, it will show you an **interactive plot**, if you want image, you can download it from their itself. + +## Customizing Bar Plots + +### Adding title to the graph + +Let us create an imaginary graph of number of cars sold in a various years. Simply pass the title of your graph as a parameter in `px.bar`. + +```Python +import plotly.express as px +import pandas as pd + +# Creating dataset +years = ['1998', '1999', '2000', '2001', '2002'] +num_of_cars_sold = [200, 300, 500, 700, 1000] + +# Converting dataset to pandas DataFrame +dataset = {"Years":years, "Number of Cars sold":num_of_cars_sold} +df = pd.DataFrame(dataset) + +# Creating bar plot +fig = px.bar(df, x='Years', y='Number of Cars sold', + title='Number of cars sold in various years') + +# Showing plot +fig.show() +``` +![Bar Plot Title](images/plotly-bar-title.png) + +### Adding bar colors and legends + +To add different colors to different bars, simply pass the column name of the x-axis or a custom column which groups different bars in `color` parameter. + +```Python +import plotly.express as px +import pandas as pd + +# Creating dataset +years = ['1998', '1999', '2000', '2001', '2002'] +num_of_cars_sold = [200, 300, 500, 700, 1000] + +# Converting dataset to pandas DataFrame +dataset = {"Years":years, "Number of Cars sold":num_of_cars_sold} +df = pd.DataFrame(dataset) + +# Creating bar plot +fig = px.bar(df, x='Years', y='Number of Cars sold', + title='Number of cars sold in various years', + color='Years') + +# Showing plot +fig.show() +``` +![Bar Colors Basic](images/plotly-bar-colors-basic.png) + +Now, let us consider our previous example of number of cars sold in various years and suppose that we want to add different colors to the bars from different centuries and respective legends for better interpretation. + +The easiest way to achieve this is to add a new column to the dataframe and then pass it to the `color` parameter. + +```Python +import plotly.express as px +import pandas as pd + +# Creating dataset +years = ['1998', '1999', '2000', '2001', '2002'] +num_of_cars_sold = [200, 300, 500, 700, 1000] +# Creating the relevant colors dataset +colors = ['1900s','1900s','2000s','2000s','2000s'] + +# Converting dataset to pandas DataFrame +dataset = {"Years":years, "Number of Cars sold":num_of_cars_sold, "Century":colors} +df = pd.DataFrame(dataset) + +# Creating bar plot +fig = px.bar(df, x='Years', y='Number of Cars sold', + title='Number of cars sold in various years', + color='Century') + +# Showing plot +fig.show() +``` +![Bar Colors](images/plotly-bar-colors.png) + +### Adding labels to bars + +We may want to add labels to bars representing their absolute (or truncated) values for instant and accurate reading. This can be achieved by setting `text_auto` parameter to `True`. If you want custom text then you can pass a column name to the `text` parameter. + +```Python +import plotly.express as px +import pandas as pd + +# Creating dataset +years = ['1998', '1999', '2000', '2001', '2002'] +num_of_cars_sold = [200, 300, 500, 700, 1000] +colors = ['1900s','1900s','2000s','2000s','2000s'] + +# Converting dataset to pandas DataFrame +dataset = {"Years":years, "Number of Cars sold":num_of_cars_sold, "Century":colors} +df = pd.DataFrame(dataset) + +# Creating bar plot +fig = px.bar(df, x='Years', y='Number of Cars sold', + title='Number of cars sold in various years', + color='Century', + text_auto=True) + +# Showing plot +fig.show() +``` +![Bar Labels-1](images/plotly-bar-labels-1.png) + +```Python +import plotly.express as px +import pandas as pd + +# Creating dataset +years = ['1998', '1999', '2000', '2001', '2002'] +num_of_cars_sold = [200, 300, 500, 700, 1000] +colors = ['1900s','1900s','2000s','2000s','2000s'] + +# Converting dataset to pandas DataFrame +dataset = {"Years":years, "Number of Cars sold":num_of_cars_sold, "Century":colors} +df = pd.DataFrame(dataset) + +# Creating bar plot +fig = px.bar(df, x='Years', y='Number of Cars sold', + title='Number of cars sold in various years', + color='Century', + text='Century') + +# Showing plot +fig.show() +``` +![Bar Labels-2](images/plotly-bar-labels-2.png) + +You can also change the features of text (or any other element of your plot) using `fig.update_traces`. + +Here, we are changing the position of text to position it outside the bars. + +```Python +import plotly.express as px +import pandas as pd + +# Creating dataset +years = ['1998', '1999', '2000', '2001', '2002'] +num_of_cars_sold = [200, 300, 500, 700, 1000] +colors = ['1900s','1900s','2000s','2000s','2000s'] + +# Converting dataset to pandas DataFrame +dataset = {"Years":years, "Number of Cars sold":num_of_cars_sold, "Century":colors} +df = pd.DataFrame(dataset) + +# Creating bar plot +fig = px.bar(df, x='Years', y='Number of Cars sold', + title='Number of cars sold in various years', + color='Century', + text_auto=True) + +# Updating bar text properties +fig.update_traces(textposition="outside", cliponaxis=False) + +# Showing plot +fig.show() +``` +![Bar Labels-3](images/plotly-bar-labels-3.png) + +### Rounded Bars + +You can create rounded by specifying the radius value to `barcornerradius` in `fig.update_layout`. + +```Python +import plotly.express as px +import pandas as pd + +# Creating dataset +years = ['1998', '1999', '2000', '2001', '2002'] +num_of_cars_sold = [200, 300, 500, 700, 1000] +colors = ['1900s','1900s','2000s','2000s','2000s'] + +# Converting dataset to pandas DataFrame +dataset = {"Years":years, "Number of Cars sold":num_of_cars_sold, "Century":colors} +df = pd.DataFrame(dataset) + +# Creating bar plot +fig = px.bar(df, x='Years', y='Number of Cars sold', + title='Number of cars sold in various years', + color='Century', + text_auto=True) + +# Updating bar text properties +fig.update_traces(textposition="outside", cliponaxis=False) + +# Updating figure layout +fig.update_layout({ +'plot_bgcolor': 'rgba(255, 255, 255, 1)', +'paper_bgcolor': 'rgba(255, 255, 255, 1)', +'barcornerradius': 15 +}) + +# Showing plot +fig.show() +``` + +![Rounded Bars](images/plotly-rounded-bars.png) + +## Horizontal Bar Plot + +To create a horizontal bar plot, you just have to interchange your `x` and `y` DataFrame columns. Plotly takes care of the rest! + +```Python +import plotly.express as px +import pandas as pd + +# Creating dataset +years = ['1998', '1999', '2000', '2001', '2002'] +num_of_cars_sold = [200, 300, 500, 700, 1000] +colors = ['1900s','1900s','2000s','2000s','2000s'] + +# Converting dataset to pandas DataFrame +dataset = {"Years":years, "Number of Cars sold":num_of_cars_sold, "Century":colors} +df = pd.DataFrame(dataset) + +# Creating bar plot +fig = px.bar(df, x='Number of Cars sold', y='Years', + title='Number of cars sold in various years', + color='Century', + text_auto=True) + +# Updating bar text properties +fig.update_traces(textposition="outside", cliponaxis=False) + +# Updating figure layout +fig.update_layout({ +'barcornerradius': 30 +}) + +# Showing plot +fig.show() +``` +![Horizontal Bar Plot](images/plotly-horizontal-bar-plot.png) + +## Plotting Long Format and Wide Format Data + +Long-form data has one row per observation, and one column per variable. This is suitable for storing and displaying multivariate data i.e. with dimension greater than 2. + +```Python +# Plotting long format data + +import plotly.express as px + +# Long format dataset +long_df = px.data.medals_long() + +# Creating Bar Plot +fig = px.bar(long_df, x="nation", y="count", color="medal", title="Long-Form Input") + +# Showing Plot +fig.show() +``` +![Long format bar plot](images/plotly-long-format-bar-plot.png) + +```Python +print(long_df) + +# Output + nation medal count +0 South Korea gold 24 +1 China gold 10 +2 Canada gold 9 +3 South Korea silver 13 +4 China silver 15 +5 Canada silver 12 +6 South Korea bronze 11 +7 China bronze 8 +8 Canada bronze 12 +``` + +Wide-form data has one row per value of one of the first variable, and one column per value of the second variable. This is suitable for storing and displaying 2-dimensional data. + +```Python +# Plotting wide format data +import plotly.express as px + +# Wide format dataset +wide_df = px.data.medals_wide() + +# Creating Bar Plot +fig = px.bar(wide_df, x="nation", y=["gold", "silver", "bronze"], title="Wide-Form Input") + +# Showing Plot +fig.show() +``` +![Wide format bar plot](images/plotly-wide-format-bar-plot.png) + +```Python +print(wide_df) + +# Output + nation gold silver bronze +0 South Korea 24 13 11 +1 China 10 15 8 +2 Canada 9 12 12 \ No newline at end of file From a6bc70dad9f70cfe0e8b66cc42184e63c195a566 Mon Sep 17 00:00:00 2001 From: Ashita Prasad Date: Sat, 22 Jun 2024 18:52:17 +0530 Subject: [PATCH 06/12] Update PyTorch_Fundamentals.md --- .../machine-learning/PyTorch_Fundamentals.md | 217 ++++++++++++------ 1 file changed, 151 insertions(+), 66 deletions(-) diff --git a/contrib/machine-learning/PyTorch_Fundamentals.md b/contrib/machine-learning/PyTorch_Fundamentals.md index 3248a08..b244ec1 100644 --- a/contrib/machine-learning/PyTorch_Fundamentals.md +++ b/contrib/machine-learning/PyTorch_Fundamentals.md @@ -5,8 +5,11 @@ # Import pytorch in our codespace import torch print(torch.__version__) +``` -output -> 2.3.0+cu121 +#### Output +``` +2.3.0+cu121 ``` @@ -16,56 +19,72 @@ Now you have already seen how to create a tensor in pytorch. In this notebook i ### 1. Creating tensors +Scalar tensor ( a zero dimension tensor) ```python -# Scalar tensor ( a zero dimension tensor) scalar = torch.tensor(7) print(scalar) +``` -output -> tensor(7) +#### Output +``` +tensor(7) ``` - +Check the dimension of the above tensor ```python -# Check the dimension of the above tensor print(scalar.ndim) +``` -output -> 0 -``` - +#### Output +``` +0 +``` + +To retrieve the number from the tensor we use `item()` ```python -# To retrieve the number from the tensor we use `item()` print(scalar.item()) +``` -output -> 7 +#### Output +``` +7 ``` - +Vector (It is a single dimension tensor but contain many numbers) ```python -# Vector (It is a single dimension tensor but contain many numbers) vector = torch.tensor([1,2]) print(vector) +``` -output -> tensor([1, 2]) +#### Output +``` +tensor([1, 2]) ``` +Check the dimensions ```python -# Check the dimensions print(vector.ndim) +``` -output -> 1 +#### Output +``` +1 ``` +Check the shape of the vector ```python -# Check the shape of the vector print(vector.shape) +``` -output -> torch.Size([2]) +#### Output +``` +torch.Size([2]) ``` @@ -82,8 +101,11 @@ You can tell the number of dimensions a tensor in PyTorch has by the number of s MATRIX = torch.tensor([[1,2], [4,5]]) print(MATRIX) +``` -output -> tensor([[1, 2], +#### Output +``` +tensor([[1, 2], [4, 5]]) ``` @@ -92,47 +114,60 @@ There are two brackets so it must be 2 dimensions , lets check ```python print(MATRIX.ndim) +``` -output -> 2 +#### Output +``` +2 ``` ```python # Shape print(MATRIX.shape) +``` -output -> torch.Size([2, 2]) +#### Output +``` +torch.Size([2, 2]) ``` It means MATRIX has 2 rows and 2 columns. +Let's create a TENSOR ```python -# Let's create a TENSOR TENSOR = torch.tensor([[[1,2,3], [4,5,6], [7,8,9]]]) print(TENSOR) +``` -output -> tensor([[[1, 2, 3], +#### Output +``` +tensor([[[1, 2, 3], [4, 5, 6], [7, 8, 9]]]) ``` - +Let's check the dimensions ```python -# Let's check the dimensions print(TENSOR.ndim) +``` -output -> 3 +#### Output +``` +3 ``` - +shape ```python -# shape? print(TENSOR.shape) +``` -output -> torch.Size([1, 3, 3]) +#### Output +``` +torch.Size([1, 3, 3]) ``` The dimensions go outer to inner. @@ -150,39 +185,48 @@ That means there's 1 dimension of 3 by 3. We can create them using `torch.rand()` and passing in the `size` parameter. - -```python -# creating a random tensor of size (3,4) +Creating a random tensor of size (3,4) +```python rand_tensor = torch.rand(size = (3,4)) print(rand_tensor) +``` -output -> tensor([[0.7462, 0.4950, 0.7851, 0.8277], +#### Output +``` +tensor([[0.7462, 0.4950, 0.7851, 0.8277], [0.6112, 0.5159, 0.1728, 0.6847], [0.4472, 0.1612, 0.6481, 0.3236]]) ``` +Check the dimensions ```python -# Check the dimensions print(rand_tensor.ndim) +``` -output -> 2 +#### Output +``` +2 ``` - +Shape ```python -# Shape print(rand_tensor.shape) +``` -output -> torch.Size([3, 4]) +#### Output +``` +torch.Size([3, 4]) ``` - +Datatype ```python -# datatype print(rand_tensor.dtype) +``` -output -> torch.float32 +#### Output +``` +torch.float32 ``` ### Zeros and ones @@ -194,19 +238,24 @@ Here we will create a tensor of any shape filled with zeros and ones # Create a tensor of all zeros zeros = torch.zeros(size = (3,4)) print(zeros) +``` -output -> tensor([[0., 0., 0., 0.], +#### Output +``` +tensor([[0., 0., 0., 0.], [0., 0., 0., 0.], [0., 0., 0., 0.]]) ``` - -```python -# create a tensor of ones +Create a tensor of ones +```python ones = torch.ones(size = (3,4)) print(ones) +``` -output -> tensor([[1., 1., 1., 1.], +#### Output +``` +tensor([[1., 1., 1., 1.], [1., 1., 1., 1.], [1., 1., 1., 1.]]) ``` @@ -229,8 +278,11 @@ zero_to_ten = torch.arange(start = 0, end = 10, step = 1) print(zero_to_ten) +``` -output -> tensor([0, 1, 2, 3, 4, 5, 6, 7, 8, 9]) +#### Output +``` +tensor([0, 1, 2, 3, 4, 5, 6, 7, 8, 9]) ``` # 2. Manipulating tensors (tensor operations) @@ -249,8 +301,11 @@ The operations are : ```python tensor = torch.tensor([1,2,3]) print(tensor+10) +``` -output -> tensor([11, 12, 13]) +#### Output +``` +tensor([11, 12, 13]) ``` We have add 10 to each tensor element. @@ -259,8 +314,11 @@ We have add 10 to each tensor element. ```python tensor1 = torch.tensor([4,5,6]) print(tensor+tensor1) +``` -output -> tensor([5, 7, 9]) +#### Output +``` +tensor([5, 7, 9]) ``` We have added two tensors , remember that addition takes place element wise. @@ -270,8 +328,11 @@ We have added two tensors , remember that addition takes place element wise. ```python print(tensor-8) +``` -output -> tensor([-7, -6, -5]) +#### Output +``` +tensor([-7, -6, -5]) ``` We've subtracted 8 from the above tensor. @@ -279,8 +340,11 @@ We've subtracted 8 from the above tensor. ```python print(tensor-tensor1) +``` -output -> tensor([-3, -3, -3]) +#### Output +``` +tensor([-3, -3, -3]) ``` ### 3. Multiplication @@ -289,8 +353,11 @@ output -> tensor([-3, -3, -3]) ```python # Multiply the tensor with 10 (element wise) print(tensor*10) +``` -output -> tensor([10, 20, 30]) +#### Output +``` +tensor([10, 20, 30]) ``` Each element of tensor gets multiplied by 10. @@ -303,15 +370,21 @@ PyTorch also has a bunch of built-in functions like `torch.mul()` (short for mul ```python # let's see them print(torch.add(tensor,10)) +``` -output -> tensor([11, 12, 13]) +#### Output +``` +tensor([11, 12, 13]) ``` ```python print(torch.mul(tensor,10)) +``` -output -> tensor([10, 20, 30]) +#### Output +``` +tensor([10, 20, 30]) ``` ### Matrix multiplication (is all you need) @@ -344,37 +417,49 @@ tensor2 = torch.tensor([[[1,1,1], print(tensor1) , print(tensor2) -output1 -> tensor([[[1, 2, 3], +``` + +#### Output +``` +tensor([[[1, 2, 3], [4, 5, 6], [7, 8, 9]]]) -output2 -> tensor([[[1, 1, 1], +tensor([[[1, 1, 1], [2, 2, 2], [3, 3, 3]]]) ``` +Let's check the shape ```python -# let's check the shape print(tensor1.shape) , print(tensor2.shape) - -output1 -> torch.Size([1, 3, 3]) -output2 ->torch.Size([1, 3, 3]) ``` -```python - # Matrix multiplication -print(torch.matmul(tensor1, tensor2)) +#### Output +``` +torch.Size([1, 3, 3]) +torch.Size([1, 3, 3]) +``` -output -> tensor([[[14, 14, 14], +Matrix multiplication +```python +print(torch.matmul(tensor1, tensor2)) +``` + +#### Output +``` +tensor([[[14, 14, 14], [32, 32, 32], [50, 50, 50]]]) ``` - +Can also use the "@" symbol for matrix multiplication, though not recommended ```python -# Can also use the "@" symbol for matrix multiplication, though not recommended print(tensor1 @ tensor2) +``` -output -> tensor([[[14, 14, 14], +#### Output +``` +tensor([[[14, 14, 14], [32, 32, 32], [50, 50, 50]]]) ``` From 2770cd082aadcbde21e7bdb94ebdec51d01e9b19 Mon Sep 17 00:00:00 2001 From: Ashita Prasad Date: Sat, 22 Jun 2024 18:52:37 +0530 Subject: [PATCH 07/12] Rename PyTorch_Fundamentals.md to pytorch-fundamentals.md --- .../{PyTorch_Fundamentals.md => pytorch-fundamentals.md} | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename contrib/machine-learning/{PyTorch_Fundamentals.md => pytorch-fundamentals.md} (100%) diff --git a/contrib/machine-learning/PyTorch_Fundamentals.md b/contrib/machine-learning/pytorch-fundamentals.md similarity index 100% rename from contrib/machine-learning/PyTorch_Fundamentals.md rename to contrib/machine-learning/pytorch-fundamentals.md From d09dd856613fa0c680407db69aa5d763c4113317 Mon Sep 17 00:00:00 2001 From: Ashita Prasad Date: Sat, 22 Jun 2024 18:52:59 +0530 Subject: [PATCH 08/12] Update index.md --- contrib/machine-learning/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/contrib/machine-learning/index.md b/contrib/machine-learning/index.md index b52371a..df47be8 100644 --- a/contrib/machine-learning/index.md +++ b/contrib/machine-learning/index.md @@ -20,4 +20,4 @@ - [Grid Search](grid-search.md) - [Transformers](transformers.md) - [K-nearest neighbor (KNN)](knn.md) -- [PyTorch Fundamentals](PyTorch_Fundamentals.md) +- [PyTorch Fundamentals](pytorch-fundamentals.md) From e1c0e243e2d8c75fa9bb517f018e02ea5695b264 Mon Sep 17 00:00:00 2001 From: Ashita Prasad Date: Sat, 22 Jun 2024 19:54:46 +0530 Subject: [PATCH 09/12] Rename SeabornPlotting .md to seaborn-plotting.md --- .../{SeabornPlotting .md => seaborn-plotting.md} | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) rename contrib/plotting-visualization/{SeabornPlotting .md => seaborn-plotting.md} (99%) diff --git a/contrib/plotting-visualization/SeabornPlotting .md b/contrib/plotting-visualization/seaborn-plotting.md similarity index 99% rename from contrib/plotting-visualization/SeabornPlotting .md rename to contrib/plotting-visualization/seaborn-plotting.md index 0e219c4..0a3d005 100644 --- a/contrib/plotting-visualization/SeabornPlotting .md +++ b/contrib/plotting-visualization/seaborn-plotting.md @@ -235,4 +235,4 @@ plt.show() ``` ![Alt text](/images/plot_images/image16.png) -Seaborn is a versatile library that simplifies the creation of complex visualizations. By using Seaborn's plotting functions, you can create a wide range of statistical graphics with minimal effort. Whether you're working with relational data, categorical data, or distributions, Seaborn provides the tools you need to visualize your data effectively. \ No newline at end of file +Seaborn is a versatile library that simplifies the creation of complex visualizations. By using Seaborn's plotting functions, you can create a wide range of statistical graphics with minimal effort. Whether you're working with relational data, categorical data, or distributions, Seaborn provides the tools you need to visualize your data effectively. From 19ff7fe01a658b887e52fd4504d606236dfa3b1d Mon Sep 17 00:00:00 2001 From: Ashita Prasad Date: Sat, 22 Jun 2024 19:55:05 +0530 Subject: [PATCH 10/12] Update index.md --- contrib/plotting-visualization/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/contrib/plotting-visualization/index.md b/contrib/plotting-visualization/index.md index 3286129..8d5178b 100644 --- a/contrib/plotting-visualization/index.md +++ b/contrib/plotting-visualization/index.md @@ -1,4 +1,4 @@ # List of sections - [Installing Matplotlib](matplotlib_installation.md) -- [Seaborn Plotting Functions](SeabornPlotting.md) \ No newline at end of file +- [Seaborn Plotting Functions](seaborn-plotting.md) From 8174be5b37db4f444ca96035b99ec108742ad4bf Mon Sep 17 00:00:00 2001 From: Ashita Prasad Date: Sat, 22 Jun 2024 19:58:15 +0530 Subject: [PATCH 11/12] relocate to correct folder --- .../images/seaborn-plotting}/image1.png | Bin .../images/seaborn-plotting}/image10.png | Bin 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b/contrib/plotting-visualization/seaborn-plotting.md index 0a3d005..655f625 100644 --- a/contrib/plotting-visualization/seaborn-plotting.md +++ b/contrib/plotting-visualization/seaborn-plotting.md @@ -1,12 +1,16 @@ -### Seaborn Plotting Functions: +# Seaborn + Seaborn is a powerful and easy-to-use data visualization library in Python built on top of Matplotlib.It provides a high-level interface for drawing attractive and informative statistical graphics.Now we will cover various functions covered by Seaborn, along with examples to illustrate their usage. Seaborn simplifies the process of creating complex visualizations with a few lines of code and it integrates closely with pandas data structure , making it an excellent choice for data analysis and exploration. -### Setting up Seaborn: + +## Setting up Seaborn + Make sure seaborn library is installed in your system. If not use command `pip install seaborn` + After installing you are all set to experiment with plotting functions. -``` +```python #import necessary libraries import seaborn as sns @@ -14,26 +18,29 @@ import matplotlib.pyplot as plt import pandas as pd ``` -Seaborn includes several built-in datasets that you can use for practice +Seaborn includes several built-in datasets that you can use for practice You can list all available datasets using below command -`sns.get_dataset_names()` +```python +sns.get_dataset_names() +``` + Here we are using 'tips' dataset -``` +```python # loading an example dataset tips=sns.load_dataset('tips') ``` Before delving into plotting, make yourself comfortable with the dataset. To do that, use the pandas library to understand what information the dataset contains and preprocess the data. If you get stuck, feel free to refer to the pandas documentation. -### Relational Plots: -Relational plots are used to visualize the relationship between two or more variables -##### Scatter Plot: -A scatter plot displays data points based on two numerical variables.Seaborn `scatterplot` function allows you to create scatter plots with ease -##### Line Plot: -A line plot connects data points in the order they appear in the dataset.This is useful for time series data.`lineplot` function allows you to create lineplots. +## Relational Plots -``` +Relational plots are used to visualize the relationship between two or more variables + +### Scatter Plot +A scatter plot displays data points based on two numerical variables.Seaborn `scatterplot` function allows you to create scatter plots with ease + +```python # scatter plot using Seaborn plt.figure(figsize=(5,5)) @@ -41,9 +48,12 @@ sns.scatterplot(data=tips,x='total_bill',y='tip',hue='day',style='time') plt.title('Scatter Plot of Total Bill vs Tip') plt.show() ``` -![Alt text](/images/plot_images/image1.png) +![scatter plot](images/seaborn-plotting/image1.png) -``` +### Line Plot +A line plot connects data points in the order they appear in the dataset.This is useful for time series data.`lineplot` function allows you to create lineplots. + +```python # lineplot using seaborn plt.figure(figsize=(5,5)) @@ -51,20 +61,17 @@ sns.lineplot(data=tips,x='size',y='total_bill',hue='day') plt.title('Line Plot of Total Bill by Size and Day') plt.show() ``` -![Alt text](images/plot_images/image2.png) -### Distribution Plots: +![lineplot](images/seaborn-plotting/image2.png) + +## Distribution Plots + Distribution Plots visualize the distribution of a single numerical variable -##### HistPlot: -A histplot displays the distribution of a numerical variable by dividing the data into bins. -##### KDE Plot: -A Kernel Density Estimate (KDE) plot represents the distribution of a variable as a smooth curve. -##### ECDF Plot: -An Empirical Cumulative Distribution Function (ECDF) plot shows the proportion of data points below each value. -##### Rug Plot: -A rug plot in Seaborn is a simple way to show the distribution of a variable by drawing small vertical lines (or "rugs") at each data point along the x-axis. -``` +### HistPlot +A histplot displays the distribution of a numerical variable by dividing the data into bins. + +```python # Histplot using Seaborn plt.figure(figsize=(5,5)) @@ -72,9 +79,12 @@ sns.histplot(data=tips, x='total_bill', kde=True) plt.title('Histplot of Total Bill') plt.show() ``` -![Alt text](/images/plot_images/image3.png) +![Histplot](images/seaborn-plotting/image3.png) -``` +### KDE Plot +A Kernel Density Estimate (KDE) plot represents the distribution of a variable as a smooth curve. + +```python # KDE Plot using Seaborn plt.figure(figsize=(5,5)) @@ -82,9 +92,12 @@ sns.kdeplot(data=tips, x='total_bill', hue='sex', fill=True) plt.title('KDE Plot of Total Bill by Sex') plt.show() ``` -![Alt text](/images/plot_images/image4.png) +![KDE](images/seaborn-plotting/image4.png) -``` +### ECDF Plot +An Empirical Cumulative Distribution Function (ECDF) plot shows the proportion of data points below each value. + +```python # ECDF Plot using Seaborn plt.figure(figsize=(5,5)) @@ -92,9 +105,12 @@ sns.ecdfplot(data=tips, x='total_bill', hue='sex') plt.title('ECDF Plot of Total Bill by Sex') plt.show() ``` -![Alt text](/images/plot_images/image5.png) +![ECDF](images/seaborn-plotting/image5.png) -``` +### Rug Plot +A rug plot in Seaborn is a simple way to show the distribution of a variable by drawing small vertical lines (or "rugs") at each data point along the x-axis. + +```python # Rug Plot using Seaborn plt.figure(figsize=(3,3)) @@ -102,30 +118,28 @@ sns.rugplot(x='total_bill', data=tips) plt.title('Rug Plot of Total Bill Amounts') plt.show() ``` -![Alt text](/images/plot_images/image6.png) +![Rug](images/seaborn-plotting/image6.png) - ### Categorical Plots: - Categorical plots are used to visualize data where one or more variables are categorical. - ##### Bar Plot: - A bar plot shows the relationship between a categorical variable and a numerical variable. - ##### Point Plot: - A point plot in Seaborn is used to show the relationship between two categorical variables, with the size of the points representing the values of third variable. - ##### Box Plot: - A box plot displays the distribution of a numerical variable across different categories. - ##### Violin Plot: - A violin plot combines aspects of a box plot and a KDE plot to show the distribution of data +## Categorical Plots +Categorical plots are used to visualize data where one or more variables are categorical. - ``` - # Bar Plot using Seaborn +### Bar Plot + +A bar plot shows the relationship between a categorical variable and a numerical variable. +```python +# Bar Plot using Seaborn plt.figure(figsize=(5,5)) sns.barplot(data=tips,x='day',y='total_bill',hue='sex') plt.title('Bar Plot of Total Bill by Day and Sex') plt.show() ``` -![Alt text](/images/plot_images/image7.png) +![Bar](images/seaborn-plotting/image7.png) -``` +### Point Plot +A point plot in Seaborn is used to show the relationship between two categorical variables, with the size of the points representing the values of third variable. + +```python # Point Plot using Seaborn plt.figure(figsize=(5,5)) @@ -133,9 +147,12 @@ sns.pointplot(x='day',y='total_bill',hue='sex',data=tips) plt.title('Average Total Bill by Day and Sex') plt.show() ``` -![Alt text](/images/plot_images/image8.png) +![Point](images/seaborn-plotting/image8.png) -``` +### Box Plot +A box plot displays the distribution of a numerical variable across different categories. + +```python # Box Plot using Seaborn plt.figure(figsize=(5,5)) @@ -143,9 +160,12 @@ sns.boxplot(data=tips, x='day', y='total_bill', hue='sex') plt.title('Box Plot of Total Bill by Day and Sex') plt.show() ``` -![Alt text](/images/plot_images/image9.png) +![Box](images/seaborn-plotting/image9.png) -``` +### Violin Plot +A violin plot combines aspects of a box plot and a KDE plot to show the distribution of data + +```python # Violin Plot using Seaborn plt.figure(figsize=(5,5)) @@ -153,14 +173,15 @@ sns.violinplot(data=tips,x='day',y='total_bill',hue='sex',split=True) plt.title('Violin Plot of Total Bill by Day and Sex') plt.show() ``` -![Alt text](/images/plot_images/image10.png) +![Violin](images/seaborn-plotting/image10.png) -### Matrix Plots: +## Matrix Plots Matrix plots are useful for visualizing data in a matrix format. -##### Heatmap: + +### Heatmap A heatmap displays data in a matrix where values are represented by color. -``` +```python # Heatmap using Seaborn plt.figure(figsize=(10,8)) @@ -170,12 +191,12 @@ sns.heatmap(flights_pivot, annot=True, fmt='d', cmap='YlGnBu') plt.title('Heatmap of Flight Passengers') plt.show() ``` -![Alt text](/images/plot_images/image11.png) +![Heatmap](images/seaborn-plotting/image11.png) -### Pair Plot: +## Pair Plot A pair plot shows the pairwise relationships between multiple variables in a dataset. -``` +```python #Pairplot using Seaborn plt.figure(figsize=(5,5)) @@ -183,12 +204,12 @@ sns.pairplot(tips, hue='sex') plt.title('Pair Plot of Tips Dataset') plt.show() ``` -![Alt text](/images/plot_images/image12.png) +![Pair](images/seaborn-plotting/image12.png) -### FacetGrid: +## FacetGrid FacetGrid allows you to create a grid of plots based on the values of one or more categorical variables. -``` +```python #Facetgrid using Seaborn plt.figure(figsize=(5,5)) @@ -196,43 +217,43 @@ g = sns.FacetGrid(tips, col='sex', row='time', margin_titles=True) g.map(sns.scatterplot, 'total_bill', 'tip') plt.show() ``` -![Alt text](/images/plot_images/image13.png) +![Facetgrid](images/seaborn-plotting/image13.png) -### Customizing Seaborn Plots: +## Customizing Seaborn Plots Seaborn plots can be customized to improve their appearance and convey more information. -##### Changing the Aesthetic Style: +### Changing the Aesthetic Style Seaborn comes with several built-in themes. -``` +```python sns.set_style('whitegrid') sns.scatterplot(data=tips, x='total_bill', y='tip') plt.title('Scatter Plot with Whitegrid Style') plt.show() ``` -![Alt text](/images/plot_images/image14.png) +![Aesthetic](images/seaborn-plotting/image14.png) -##### Customizing Colors: +### Customizing Colors You can use color palettes to customize the colors in your plots. -``` +```python sns.set_palette('pastel') sns.barplot(data=tips, x='day', y='total_bill', hue='sex') plt.title('Bar Plot with Pastel Palette') plt.show() ``` -![Alt text](/images/plot_images/image15.png) +![Colors](images/seaborn-plotting/image15.png) -##### Adding Titles and Labels: +### Adding Titles and Labels Titles and labels can be added to make plots more informative. -``` +```python plot = sns.scatterplot(data=tips, x='total_bill', y='tip') plot.set_title('Scatter Plot of Total Bill vs Tip') plot.set_xlabel('Total Bill ($)') plot.set_ylabel('Tip ($)') plt.show() ``` -![Alt text](/images/plot_images/image16.png) +![Titles](images/seaborn-plotting/image16.png) Seaborn is a versatile library that simplifies the creation of complex visualizations. By using Seaborn's plotting functions, you can create a wide range of statistical graphics with minimal effort. Whether you're working with relational data, categorical data, or distributions, Seaborn provides the tools you need to visualize your data effectively.