DEV Community: Hitesh Kumar

DL with PyTorch (Week 3)

Hitesh Kumar — Sat, 20 Jun 2020 13:28:22 +0000

Done with Assignment 3 🤩🎉😎🎊

Done with all the assignments, now, will be participating in my first Kaggle competition(although it's not open to everyone still there will be a lot of competition from the participants of this course) and will start working on the course project.

This assignment was a part of the 6 week-long free course named, Deep Learning with PyTorch: Zero to GANs provided by Jovian.ml in collaboration with FreeCodeCamp.

Learned about different hyperparameter tuning, activation functions and we trained a model using image classification to do classification of images of everyday objects using neural networks.

Dataset used: CIFAR-10
Accuracy achieved: 55% to 56%

My key observations🧐 during this assignment are mentioned in the compare tab here Have a look at it, especially the Version-9 which contains a random selection of activation functions selected JUST FOR FUN🤪.

To find out what I have been doing in this Lock-down period, click here

DL with PyTorch (Week 2)

Hitesh Kumar — Fri, 19 Jun 2020 15:02:52 +0000

Done with Assignment 2 🤩🎉😎🎊

Although I am running a bit late but still I will try to complete the assignments and respective blogs ASAP.

This assignment was a part of the 6 week-long free course named, Deep Learning with PyTorch: Zero to GANs provided by Jovian.ml in collaboration with FreeCodeCamp.

Learned about linear regression, loss functions and we trained a model using linear regression to do insurance cost prediction.

My key observations🧐 during this assignment were:

It's better to choose loss function from below list if you are working on linear regression
Larger the value of no. of epochs and learning rate , the more rapid changes can be seen in the loss_value

You can find a detailed explanation here Have a look at it.
To find out what I have been doing in this Lock-down period, click here

DL with PyTorch (Week 1)

Hitesh Kumar — Fri, 29 May 2020 15:20:42 +0000

Done with Assignment 1 🤩🎉😎🎊
This assignment was a part of the 6 week long free course named, Deep Learning with PyTorch: Zero to GANs provided by Jovian.ml in collaboration with FreeCodeCamp.
Learnt about some functions of PyTorch tensors.
You can find detailed explanation here Have a look at it.
To find out what I have been doing in this Lock-down period, click here