Numpy tutorial for Array and Matrix Part-I

Numpy is the main library for numerical and scientific computing in Python. Numpy basically stands for Numerical python. It is used to perform the numerical operation on arrays. It provides a rich set of methods and features for performing operations on arrays and matrices. Numpy is better than Python list in terms of size, functionality, and performances.

There are lots of data science and machine learning libraries like Scipy, Matplotlib, Scikit Learn, Tensorflow depends upon Numpy.

This course is basically covers basic of Numpy for the data science beginner. In this course you will learn about how to create numpy array, matrix and their basic operations.

#import numpy library
import numpy as np

Create a vector or array

row_vect=np.array([1,2,3,4,5,6])
print("Row_vector =",row_vect)
col_vect=np.array([[1],[2],[3],[4],[5],[6]])
print("Col_vector = ")
print(col_vect)

View Number of dimension

row_vect.ndim
col_vect.ndim

Select and Slice the elements from the array

#select 2nd element from row_vect
#since array indexing start from zero therefore second element would be
print(row_vect[1])

#same concept here also apply
print(col_vect[1])

#Slice element from 2nd to 5th in row_vect
print(row_vect[2:5])

#same concept here also apply
print(col_vect[2:5])

#Select all element from position 2
print(row_vect[2:])

Transpose of the matrix

m#Transpose of a matrix
new_row_vect=row_vect.T
print(new_row_vect)

new_col_vect=col_vect.T
print(new_col_vect)

Create a matrix

#Create a matrix
mat=np.array([[1,2,3,4],[5,6,7,8],[9,10,11,12],[13,14,15,16]])
print(mat)
array([[ 1,  2,  3,  4],  
[ 5, 6, 7, 8],
[ 9, 10, 11, 12],
[13, 14, 15, 16]])

Shape of matrix

#view shape
mat.shape

View total elements in the matrix

#view total element
mat.size

Dimension of matrix

#view dimension of matrix
mat.ndim

Maximum/Minimum element in the matrix

#Maximum element in the Matrix
mat.max()
#Minimum element in the Matrix
mat.max()
#Maximum element by the column of the matrix
np.max(mat,axis=0)
#Maximum element by the row of the matrix
np.min(mat,axis=1)
#Minimum element by the column of the matrix
np.min(mat,axis=0)
#Minimum element by the row of the matrix
np.min(mat,axis=1)

Diagonal of the matrix

mat.diagonal()

Sum of diagonal of the matrix

mat.diagonal().sum()

Rank of the matrix

np.linalg.matrix_rank(mat)

Flatten the matrix

mat.flatten()

Calculate the determinant of the matrix

np.linalg.det(mat)

About Mitra N Mishra 35 Articles
Mitra N Mishra is working as a full-stack data scientist.

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  172. When I initially left a comment I appear to have clicked the -Notify me when new comments are added- checkbox and from now on each time a comment is added I recieve 4 emails with the exact same comment. Is there a means you can remove me from that service? Thanks a lot!

  173. Howdy! I could have sworn I’ve been to this blog before but after going through some of the articles I realized it’s new to me. Regardless, I’m certainly pleased I came across it and I’ll be bookmarking it and checking back often!

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  233. I have to thank you for the efforts you have put in penning this website. I am hoping to view the same high-grade content from you in the future as well. In fact, your creative writing abilities has inspired me to get my own website now 😉

  234. I truly love your site.. Very nice colors & theme. Did you develop this website yourself? Please reply back as I’m looking to create my very own blog and want to know where you got this from or exactly what the theme is called. Many thanks!

  235. That is a very good tip particularly to those new to the blogosphere. Short but very accurate information… Thank you for sharing this one. A must read post!

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  238. May I just say what a comfort to find a person that actually understands what they’re talking about on the web. You definitely realize how to bring an issue to light and make it important. A lot more people ought to read this and understand this side of the story. It’s surprising you’re not more popular since you surely possess the gift.

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  240. Having read this I believed it was extremely informative. I appreciate you taking the time and energy to put this information together. I once again find myself spending a significant amount of time both reading and posting comments. But so what, it was still worthwhile!

  241. Howdy! This blog post couldn’t be written any better! Looking through this article reminds me of my previous roommate! He constantly kept talking about this. I most certainly will forward this post to him. Pretty sure he’s going to have a great read. Many thanks for sharing!

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  245. Hi there! This article couldn’t be written any better! Going through this post reminds me of my previous roommate! He continually kept talking about this. I’ll forward this article to him. Fairly certain he’ll have a great read. Thank you for sharing!

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  247. When I initially commented I appear to have clicked on the -Notify me when new comments are added- checkbox and from now on every time a comment is added I get 4 emails with the same comment. There has to be a means you can remove me from that service? Thanks a lot!

  248. After I initially left a comment I appear to have clicked on the -Notify me when new comments are added- checkbox and now every time a comment is added I receive 4 emails with the same comment. There has to be a way you are able to remove me from that service? Kudos!

  249. Hi, I do believe this is a great web site. I stumbledupon it 😉 I will revisit yet again since i have bookmarked it. Money and freedom is the best way to change, may you be rich and continue to help others.

  250. I would like to thank you for the efforts you have put in penning this website. I am hoping to check out the same high-grade blog posts by you in the future as well. In truth, your creative writing abilities has motivated me to get my own website now 😉

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  256. I must thank you for the efforts you have put in penning this website. I’m hoping to view the same high-grade content by you later on as well. In truth, your creative writing abilities has motivated me to get my own, personal website now 😉

  257. Hello there! I could have sworn I’ve been to this web site before but after browsing through a few of the articles I realized it’s new to me. Regardless, I’m certainly pleased I came across it and I’ll be book-marking it and checking back frequently!

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  259. A fascinating discussion is worth comment. I believe that you need to publish more on this topic, it might not be a taboo matter but usually people don’t talk about such subjects. To the next! Cheers!!

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  264. I truly love your website.. Very nice colors & theme. Did you develop this site yourself? Please reply back as I’m hoping to create my own personal site and want to learn where you got this from or exactly what the theme is called. Many thanks!

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  267. You’re so cool! I do not believe I have read a single thing like that before. So good to discover somebody with a few original thoughts on this issue. Really.. thanks for starting this up. This website is one thing that is required on the internet, someone with a bit of originality!

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  276. Hi there, I do think your web site could be having internet browser compatibility issues. When I take a look at your web site in Safari, it looks fine however, when opening in Internet Explorer, it’s got some overlapping issues. I merely wanted to give you a quick heads up! Aside from that, great blog!

  277. An outstanding share! I’ve just forwarded this onto a friend who was doing a little homework on this. And he actually bought me lunch simply because I found it for him… lol. So allow me to reword this…. Thank YOU for the meal!! But yeah, thanx for spending some time to discuss this topic here on your website.

  278. I blog frequently and I truly thank you for your content. The article has truly peaked my interest. I am going to book mark your blog and keep checking for new details about once per week. I opted in for your RSS feed as well.

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  283. Howdy, I do believe your web site may be having browser compatibility problems. Whenever I look at your site in Safari, it looks fine but when opening in I.E., it’s got some overlapping issues. I simply wanted to provide you with a quick heads up! Other than that, excellent site!

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  285. Hi there! I could have sworn I’ve visited your blog before but after looking at some of the articles I realized it’s new to me. Regardless, I’m certainly happy I came across it and I’ll be bookmarking it and checking back often!

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  287. An intriguing discussion is definitely worth comment. I do believe that you need to publish more on this issue, it may not be a taboo subject but usually folks don’t talk about such issues. To the next! Many thanks!!

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  290. I really love your blog.. Very nice colors & theme. Did you create this site yourself? Please reply back as I’m looking to create my very own blog and want to know where you got this from or just what the theme is named. Kudos!

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  294. You’ve made some really good points there. I looked on the web for more information about the issue and found most people will go along with your views on this site.

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  296. You are so cool! I don’t believe I’ve truly read something like that before. So wonderful to discover another person with some genuine thoughts on this subject. Seriously.. many thanks for starting this up. This web site is something that’s needed on the web, someone with a bit of originality!

  297. Right here is the right webpage for anybody who would like to find out about this topic. You realize so much its almost tough to argue with you (not that I really will need to…HaHa). You certainly put a new spin on a topic that’s been discussed for years. Excellent stuff, just great!

  298. I must thank you for the efforts you’ve put in writing this site. I really hope to view the same high-grade blog posts from you in the future as well. In truth, your creative writing abilities has encouraged me to get my own blog now 😉

  299. I wanted to thank you for this good read!! I definitely enjoyed every little bit of it. I have you book-marked to look at new things you post…

  300. Hi, I do believe this is a great site. I stumbledupon it 😉 I am going to revisit yet again since i have bookmarked it. Money and freedom is the greatest way to change, may you be rich and continue to help others.

  301. Aw, this was a really good post. Taking the time and actual effort to generate a really good article… but what can I say… I procrastinate a lot and never seem to get anything done.

  302. This is the perfect site for anybody who really wants to understand this topic. You know a whole lot its almost tough to argue with you (not that I really will need to…HaHa). You definitely put a fresh spin on a topic that’s been discussed for a long time. Wonderful stuff, just great!

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  307. After I originally commented I seem to have clicked on the -Notify me when new comments are added- checkbox and now every time a comment is added I get 4 emails with the same comment. Perhaps there is a way you are able to remove me from that service? Kudos!

  308. I blog frequently and I truly thank you for your content. This article has really peaked my interest. I am going to book mark your blog and keep checking for new details about once a week. I opted in for your RSS feed as well.

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  311. Aw, this was a really good post. Spending some time and actual effort to make a great article… but what can I say… I hesitate a lot and don’t seem to get nearly anything done.

  312. When you listen to the word vacation, like lots of people, it is likely you picture your self located on a white-colored sandy beach, consume at hand, with obvious azure surf lazily lapping to the shore. There are many wonderful seaside holiday destinations. This short article will assist you to select which a single suits you. In order to avoid damage or illness from wrecking your vacation, check that your medical care insurance insurance policy applies when you are away from home – specifically if you are intending a vacation abroad. If you find out you are not protected, don’t stress. Consult with your tour operator or on the internet for holiday insurance plan. In case you are going with youngsters, a rucksack or other case loaded with new and fascinating toys and actions is a good idea. Ensure that they are things they are not normally able to have fun with, or particular things for trips only. It can give them some thing to look ahead to and they can be occupied much longer. When traveling it can make a big difference to travel when it is not much of a getaway or popular getaway time. If a person continues an occasion that is certainly improbable to become well-known getaway time they may avoid a lot of hassles. You will see a lot less crowds of people and waits for tourist attractions. A single may have a considerably more comfortable time. Always allow an individual know when you are planning traveling. When unpredicted journeys and impulsive travel might appear to be a good idea during the time, it is far from so great if something goes awry. Permitting a friend, relative or next door neighbor know you will end up gone and your location moving is always a good thought. Get in touch with that individual the instant you attain your spot. Inform them when you will certainly be arriving house. You will be glad you did. When you are traveling with over one particular little one, consider pre-packing each and every child’s clothing in to a huge freezer case. These bags can be tagged with every day time, hence the children can simply get the apparel they’re gonna put on. This prevents them from having to unpack the complete luggage every morning, plus minimizes the risk of products becoming ignored at home. In this article, we have talked about travelling clever and outstanding price conscious. We now have also analyzed a number of websites and go-to manuals which will help you in the process. Follow these tips and you’ll be travelling such as a master, savoring your vacation more and saving cash when accomplishing this.

  313. Hi, I do believe this is a great web site. I stumbledupon it 😉 I will come back yet again since i have book marked it. Money and freedom is the greatest way to change, may you be rich and continue to help other people.

  314. You’re so cool! I do not suppose I’ve truly read something like that before. So great to find somebody with a few genuine thoughts on this issue. Really.. many thanks for starting this up. This web site is something that’s needed on the internet, someone with a bit of originality!

  315. I blog often and I genuinely thank you for your content. This article has truly peaked my interest. I’m going to take a note of your blog and keep checking for new information about once a week. I opted in for your RSS feed as well.

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  317. Hi there! I could have sworn I’ve been to your blog before but after looking at some of the posts I realized it’s new to me. Nonetheless, I’m definitely pleased I came across it and I’ll be bookmarking it and checking back regularly!

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  330. An impressive share! I’ve just forwarded this onto a colleague who was doing a little homework on this. And he actually bought me breakfast due to the fact that I stumbled upon it for him… lol. So allow me to reword this…. Thank YOU for the meal!! But yeah, thanks for spending the time to discuss this issue here on your blog.

  331. May I just say what a relief to find a person that actually understands what they are talking about online. You actually understand how to bring an issue to light and make it important. A lot more people have to look at this and understand this side of the story. It’s surprising you are not more popular because you definitely have the gift.

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  343. An impressive share! I’ve just forwarded this onto a co-worker who had been doing a little research on this. And he in fact bought me lunch simply because I found it for him… lol. So allow me to reword this…. Thank YOU for the meal!! But yeah, thanx for spending the time to discuss this topic here on your website.

  344. Hi! I could have sworn I’ve been to your blog before but after going through some of the posts I realized it’s new to me. Anyhow, I’m certainly happy I stumbled upon it and I’ll be book-marking it and checking back often!

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  346. An outstanding share! I’ve just forwarded this onto a coworker who was conducting a little research on this. And he in fact ordered me dinner due to the fact that I found it for him… lol. So allow me to reword this…. Thank YOU for the meal!! But yeah, thanks for spending the time to discuss this matter here on your internet site.

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  352. Your style is very unique compared to other people I have read stuff from. Thank you for posting when you have the opportunity, Guess I will just book mark this site.

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  366. An impressive share! I’ve just forwarded this onto a co-worker who had been conducting a little research on this. And he in fact bought me breakfast due to the fact that I stumbled upon it for him… lol. So let me reword this…. Thank YOU for the meal!! But yeah, thanx for spending time to talk about this subject here on your web page.

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