728x90 AdSpace

Sunday, July 29, 2018

Bored ? Let's do some data science...

Hey, I got bored today so I tried to do something I like ! I did some data science :p

This period is the time where we should pick our specialty for next year, so I tried to find who will be my classmate for next year! 

The selection will be based on our choice, our marks, and the available places in each specialty, so here is what I know so far about the selection. 

There are two specialties: IREV and ILOG.

IREV will have a maximum of 15 students. It's clear that most of students prefer ILOG and they will put it as a first choice so ILOG will have more students, but there must be students for IREV (They can't have an empty class :v !)

IREV will have at least no less than 12 students and I know for a fact that ILOG will have only one class so they have to make balance between the two specialties, we can't find 12 students in IREV and 30 students in ILOG, for now, I will go with 15 as the average of IREV and the rest will be ILOG around 20-25 students.

I did get the students marks from ISAMM website, they are public but I did hide the CIN while making the script for privacy. I did convert the PDF to CSV file using an online website, I did some cleaning and then I imported the files using pandas in python.

An this point I started making some manipulation, I did put the average marks for the students that came from other universities because they didn't study with us the first year so for their marks were NaN, Also I did merge the first year and the second year marks...

Finally I did apply what I said before and I did get the result ^^.



I can't use machine learning here because I don't have many features to depend on and everyone has his own choice so even by getting old data of past generation it won't make a difference. What I really need if I want to use machine learning is to know more about the person like does he like video games, is he into programming, does he prefer design...
If I think about it, I could extract this from each subject mark because pretty sure if someone like programming he will have good marks in programming, if he like games he will have good marks in game development subjects, well this is interesting but it will take a while.

Anyway, I will stop here, one hour of my life or let's say 2, including writing this post were well spent :D

I did upload the script (without the data) to GitHub here: https://github.com/HosniMansour/scripts/tree/master/ILOGOrIREV
  • Blogger Comments
  • Facebook Comments

40 comments:

  1. This is a wonderful article, Given so much info in it, These type of articles keeps the users interest in the website, and keep on sharing more ... good luck.
    data science course in mumbai
    data science interview questions

    ReplyDelete

  2. I finally found great post here.I will get back here. I just added your blog to my bookmark sites. thanks.Quality posts is the crucial to invite the visitors to visit the web page, that's what this web page is providing.
    data analytics courses
    ExcelR Data Science training in Mumbai
    data science interview questions
    ExcelR Business Analytics courses in Mumbai

    ReplyDelete
  3. I like viewing web sites which comprehend the price of delivering the excellent useful resource free of charge. I truly adored reading your posting. Thank you!

    Pearl align Orthodontics

    ReplyDelete
  4. Great post i must say and thanks for the information. Education is definitely a sticky subject. However, is still among the leading topics of our time. I appreciate your post and look forward to more.

    Invisalign in Bangalore

    ReplyDelete
  5. I want you to thank for your time of this wonderful read!!! I definately enjoy every little bit of it and I have you bookmarked to check out new stuff of your blog a must read blog!

    data science course
    360DigiTMG

    ReplyDelete
  6. The information provided on the site is informative. Looking forward more such blogs. Thanks for sharing .
    Artificial Inteligence course in Lucknow
    AI Course in Lucknow

    ReplyDelete
  7. Thanks for sharing such a valuable information. The context has been explained really well. Follow us for more Info on Data Science at Data Science Training In Hyderabad

    ReplyDelete
  8. Machine Learning Courses in Pune I really enjoy reading and also appreciate your work.

    ReplyDelete
  9. I read this post two times, I like it so much, please try to keep posting & Let me introduce other material that may be good for our community.

    ReplyDelete
  10. I feel very grateful that I read this. It is very helpful and very informative and I really learned a lot from it.

    Simple Linear Regression

    Correlation vs covariance

    KNN Algorithm

    ReplyDelete
  11. Very interesting to read this article.I would like to thank you for the efforts you had made for writing this awesome article. This article inspired me to read more. keep it up.data science courses

    ReplyDelete
  12. I Want to leave a little comment to support and wish you the best of luck.we wish you the best of luck in all your blogging endeavors.Business Analytics course in bangalore

    ReplyDelete
  13. I surely acquiring more difficulties from each surprisingly more little bit of it
    data scientist training and placement

    ReplyDelete
  14. I have perused your blog its appealing and noteworthy. I like it your blog.
    DevOps Training in Hyderabad
    DevOps Course in Hyderabad

    ReplyDelete
  15. Nice information, valuable and excellent design, as share good stuff with good ideas and concepts, lots of great information and inspiration, both of which I need, thanks to offer such a helpful information here.

    Gland Packing

    ReplyDelete
  16. AchieversIT - provides a wide range of opportunities for fresher’s and Experienced persons who want to develop their skills and build their career opportunities. AchieversIT provides emerging & trending technologies training such as Data Science, Artificial intelligence, AWS, Digital Marketing. Our trainers are industry experts who can deliver quality training and in-depth knowledge. Get trained on "Data Science in Bangalore" and get certified from AchieversIT

    Data Science Training in Bangalore

    ReplyDelete
  17. Pleasant data, important and incredible structure, as offer great stuff with smart thoughts and ideas, loads of extraordinary data and motivation, the two of which I need, because of offer such an accommodating data here.
    data analytics training in hyderabad

    ReplyDelete
  18. Really an awesome blog and informative content. Thanks for sharing with us. If you want to become a data scientist, then check out the following link.
    Data Science Institute in Hyderabad

    ReplyDelete
  19. I feel very grateful that I read this. It is very helpful and very informative and I really learned a lot from it.

    ReplyDelete
  20. Brilliant Blog! I might want to thank you for the endeavors you have made recorded as a hard copy of this post. I am trusting a similar best work from you later on also. I needed to thank you for these sites! Much obliged for sharing. Incredible sites! data scientist course in Bangalore

    ReplyDelete

  21. Enroll yourself in the Data Science training online program and reach the epitome of success. We provide a world-class curriculum framed by top industry experts.
    business analytics training in hyderabad

    ReplyDelete
  22. This comment has been removed by the author.

    ReplyDelete
  23. Organizations today must cope with enormous amounts of data as a result of global competition. Due to this, there is a high need for experts in Navi Mumbai who have completed a data science training programme. Enroll in this certificate programme in Data Science in Navi Mumbai if you're an emerging professional looking to make your mark in the field if you want to learn how to effectively manage organisational data.data science course institute in nagpur

    ReplyDelete
  24. This post effectively highlights the importance of data preprocessing in the data science workflow.
    Data Science course In Faridabad

    ReplyDelete
  25. This blog post is a fantastic example of turning boredom into a productive data science exercise! The author’s approach to predicting class placements for the next academic year is both practical and innovative.

    The detailed explanation of the process—ranging from extracting and cleaning data to applying basic statistical manipulation—is well-articulated. It’s impressive how the author used public data to project the number of students in each specialty, demonstrating a solid understanding of data handling with Python and pandas.

    The insight into balancing student numbers between IREV and ILOG, given the constraints and preferences, is a clever application of data analysis. The consideration of not being able to use machine learning due to limited features and the proposal to explore more features like personal interests is thoughtful and adds depth to the analysis.

    Overall, this post not only showcases the author’s skills in data science but also highlights a creative way to apply those skills to real-world problems. It’s a great read for anyone interested in practical data science applications and demonstrates how data analysis can provide valuable insights even in seemingly straightforward scenarios.
    data analytics courses in dubai

    ReplyDelete
  26. I love this article! The information about available data science courses is very helpful. I’ll definitely explore these data science courses in Faridabad to boost my skills. Great job!

    ReplyDelete
  27. Love the enthusiasm! Turning boredom into an opportunity for data science exploration is a fantastic way to learn and grow. Your energy is contagious, and I can’t wait to see the insights you uncover. Keep inspiring others to dive into data—who knows what amazing discoveries await!
    Data Science Courses in Singapore

    ReplyDelete
  28. Fantastic article! I always look forward to your posts—they never fail to inform and inspire. Thanks for sharing your knowledge!

    Data science courses in Gujarat

    ReplyDelete
  29. "Awesome post! I love how you broke down the process of exploring data science projects for those who might be feeling stuck.
    Data science courses in Bhutan

    ReplyDelete
  30. Excellent article on data science. It is always good to learn a new topic. Found this very interesting and informative. Well written and explained. Thanks for sharing this post.
    Data science courses in Kochi

    ReplyDelete
  31. "I’m really intrigued by the Data Science Course in Dadar!
    The detailed curriculum is impressive and covers a lot of ground.
    I appreciate the focus on hands-on learning, which is so crucial.
    This could be a great chance to enhance my skills in the field.
    I can’t wait to explore enrollment options!"

    ReplyDelete
  32. "I took IIM Skills’ Data science while living in Mumbai, and it has been fantastic. The online format fits seamlessly into my schedule."

    ReplyDelete
  33. This is a fantastic way to combine your interests in data science and your academic future!
    Data science courses in Mysore

    ReplyDelete
  34. You’ve turned what felt like an intimidating topic into something I feel confident about learning it.Thanks for making Data Science feel simple without losing any depth. I’m grateful for this article.
    Data science courses in Kochi

    ReplyDelete

Item Reviewed: Bored ? Let's do some data science... Rating: 5 Reviewed By: Unknown
Scroll to Top