Share your work : June 1 - June 7

Use this thread to share your work from this week.

The best way to structure your reply is to include:

  • Name of the Project(Could be the blog title)
  • Brief Summary
  • Link to your work
  • Learnings

Read the getting started post to understand what you can post:
https://jovian.ml/forum/t/share-your-work-getting-started/7166/2

Hi Please find my Assignment 3


Will update blog as well
Thanks
2 Likes

Hi everyone, model accuracy is heavily dependent on your epochs and learning rates. I’ve achieved 99.25% accuracy in my model after tweaking hyper-parameters a few times. I gave an attempt to explain why in my medium blog post here. You can also find my notebook here. I will probably experiment the use of neural networks on pneumonia image classification so stay tuned throughout the rest of the week.

EDIT: As stated below from @aakashns, there was a reference error in the dataloader. For anyone that reviewed my notebook and blog post, I apologize. I should’ve been a bit more unsettled since the model was showing the same accuracy for both training and testing. The new accuracy from my model is around 55% which is much more understandable since the model is only looking at each pixel rather than the full picture. I assume that this is why we have convolution networks. Again, I apologize for any misunderstandings. I’ve updated my notebook here and updated my blog post here.

12 Likes

Hello All,

This is my assignment on insurance cost prediction using linear regression and l1 loss function:
Notebook

Blog

Please leave your feedback…

Cheers!!
Nirmal

Hello everyone, :taco:

This is my assignment.
This is another one of using twitter topic statistics to predict its popularity.
I also wrote this blog post Zerotogans series 2: Predicting Twitter Buzz Using Pytorch

you can also follow my twitter here

2 Likes

Dear all!

I wrote my first ever Medium article. This class is amazing, even at the end of the 2nd week, I already learned so much! Here you can find my article on ocean water temperature prediction using 60 years of oceanographic data: https://medium.com/@bilgenurb/tackling-climate-crisis-with-machine-learning-d9426fe1f5a9 Feel free to give me feedback. Thank you all!

2 Likes

Hello, I’m sharing my work:

Assignment 2: https://jovian.ml/sergioalves94/02-insurance-linear-regression

Post about Cars price prediction through linear regression: https://medium.com/@sergioalves94/cars-price-prediction-through-linear-regression-with-pytorch-2a8371f04d4b

Any feedback is appreciated.

Thanks!

Hello everyone this is my notebook for assignment 2. there is a part where the printing of data after using the dataloader is showing error, but don’t worry that doesn’t affects the model in any ways and the loss is also quite low so here it is.
Assignment 2 notebook:


Blog post link:

Here is my Assignment-2 Notebook and blog.

Thanks Jovian.ml … for such a great platform for learning.

My assignment : https://jovian.ml/ranjangola-ankit/02-insurance-linear-regression

My blog : https://medium.com/@ranjangola.ankit/pytorch-zero-to-gans-at-jovian-ml-part-2-39f8059ca580

Notebook link: https://jovian.ml/thackerhelik/02-insurance-linear-regression
My blogpost: https://medium.com/@thackerhelik/linear-regression-in-pytorch-3793d89ff3f?sk=2b5d91b7686fd44f61330e97812f9edb

Feedback is welcome :smile:

Hello everyone,

  • Here is the link to my Jupyter notebook for the Assignment - 2 hosted on Jovian.ml .
  • Here is the link to my Jupyter notebook for the Optional part of the Assignment - 2 hosted on Jovian.ml .
    * I worked on the FashionMNIST dataset.
  • Here is a link to my blog post for the optional part of Assignment - 2

Looking forward to all your feedback, and don’t forget to take a look at the blog post.

Thanks,
Rishit

WAIT WAIT WAIT…

Hey everyone, here is the link to my linear-regression insurance model.
You can see all the details below here.
Just click on the link.
Everything has been thoroughly explained…
Just click it…

&

here is the link to the blog of the above linear-regression assignment…
Do Check it out…

If there’s anthing, Just let me know.
Share your Feedback soon…

Hi everyone. For the optional assignment, I decided to do one of the famous and simple classification dataset the iris-dataset. And i was really shocked to see that the validation and test accuracy score is 1.0. You can read my medium blog post about the topic or go through the jovian notebook

Hi everyone. Hope you all are doing well. For the optional assignment, I decided to take a dive into the UCI Forest Fires dataset to determine fire behavior using linear regression. You can read my medium blog post about the topic or go through the jovian notebook.

6 Likes

Hi Everyone,
Please find my Assignment and feel free to comment if you find any issues

Thanks

4 Likes

Hello people!
I have created blog post (link to blog) so check it out! I also embed link to my Jovian notebook (link to notebook) so check out if you are confused in blog post or just want to see it :slight_smile: . Also, I have added my understanding, so if I am wrong in any way, please let me know and also I hope to clarify people’s confusion

3 Likes

Hello all! I’ve finished Assignment 2, although I haven’t implemented smooth_l1_loss yet and I wonder how much better the model can do with it.

At the meantime, I made another notebook on predicting League of Legends Matches with a logistic regression model, which is by far my favorite game since childhood! Here is also the blog post on medium with the notebook. Hope y’all enjoy!!

4 Likes

Hello everyone,
Here is My Second Week Assignment-2 :
Train Your First Model.
My NoteBook
with My Medium Blog :
“ Introduction to Linear Regression & Train Your First Model.” by Ritesh Kumar


Do check it out. I hope you all Like, Share, and Claps. :clap: :clap:
So if you think it’s interesting.
Thank You :blush:

Hello all,
Notebook regarding Assignment 2: https://jovian.ml/pandeynandancse/02-insurance-linear-regression
My second Medium Article : https://medium.com/@pandeynandancse/get-best-quality-red-wine-using-pytorch-and-ml-1ab2fa554bcf

Please have a look and share your feedback so that I can improve myself in future.
Thanks,

1 Like