Hi everyone,

Welcome to the 8th episode of "The Developer Digest".

The goal of this series is to achieve my goals, document my stuff, building things, experimenting with new stuff, learning and sharing every week.

Logs

FYP

So, mainly i was working these days on my fyp, yesterday was my deadline.

For 10k training, i picked 8k for training and 2k for testing.

Approximately i thought it would take 3 hours so i was not possible to finetune it on Google Colab as runtime would stop between training. So i picked Kaggle where they give 30 hours per week.

And these are wandb graphs after training. I didn't know how to read these graphs but i did some research and so far i found out that model is good like its not overfit.

I also uploaded video on youtube explaining my finetuning process

https://www.youtube.com/watch?v=69JAa7LJs7Y&t=6s

Now i am looking for a way to deploy the model so i can launch this so others can try this out. Currently didn't found any affordable solution as i need gpu vm to deploy it and its paid. Azure didn't provide gpu machines to students, google colab will stop the run time after some time, maybe i will use huggingface although its expensive (i read some articles) and i didn't have other options left.

CI/CD

I was testing with EC2 and I thought let's setup the complete CI/CD Pipeline with it. This was very helpful for me as now i don't have to redeploy projects everytime.

https://www.youtube.com/watch?v=zk-kKisuWlU&t=12s&pp=0gcJCdkKAYcqIYzv

AWS Gold Badge

I just received Gold Badge from AWS.

This was received after conducting my 3rd event on AWS Cloud Club UET New Campus.

I also got aws certification voucher and maybe chance to conduct aws student community days ;)

Weekly Picks

• https://www.interconnects.ai/p/gemma-4-and-what-makes-an-open-model

• https://letters.thedankoe.com/p/im-begging-you-to-write-more-essays

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That’s it for this one.

Hope you like this episode.

See you in the next one ;)

- Psycho