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Day 2 of #LearningUtsav2025
Visualized student marks using Matplotlib β bar chart for subject averages & histogram for student score distribution π
#LUD2 #AIandDataScience #30DaysOfLearning #FestivalOfLearning

Day 3/30:
> did some data wrangling in the ptb-xl dataset
> visualized the pvc vs normal ecg beats
> learned about the categories of GDL, building blocks of GDL
#LearningUtsav2025 #FestivalOfLearning #LUD2
@learning_utsav

Dayβ―2/30
Revised C basics!
Focused on loops and conditionals, which is core to controlling program flow in embedded systems. Set up the environment in VS Code and attempted writing a simulation (traffic light controller).
#FestivalOfLearning
#LearningUtsav2025
#LUD2 #Embedded

#LUD2 Today I learnt how to implement LeNet in PyTorch and built a hand-written digit classifier using the MNIST dataset.
#FestivalOfLearning #LearningUtsav #machinelearning
@learning_utsav

DAY2 Today I started learning css for styling in html with a given reference in the project section of the freecodecamp. Here,i made edits to the style tag within head for the css styling and also using style.css file.#LearningUtsav2025 #FestivalOfLearning #LUD2 @learning_utsav

Today I explored KafkaJS Producers & Consumers! Built a flow: payment-successful β order-successful β email-successful, all logged by analytics-service.
#LearningUtsav2025 #FestivalOfLearning #LUD2 #Microservices #Kafka #NodeJS @learning_utsav

Learning with Utsav 2025 - Day 2 π
Today I explored testing Python code using the unittest framework.
πΉ Learned about the setUp() method
πΉ Different assertion methods to validate code behavior
#LearningUtsav2025 #FestivalOfLearning #LUD2

I learned the benefits of Serverless today. β¨
| Auto-scaling
| Pay-per-use
| Faster time to market
But also challenges like cold starts & vendor lock-in.
#CloudComputing #Serverless #LearningUtsav2025 #FestivalOfLearning #LUD2
#awsscd2025
#awscloudclubTU
@learning_utsav

Day 2
Dove deeper into NumPy today!
automatic array shape handling
Vectorized math operations
Images as arrays
Array manipulation techniques
Image manipulation with NumPy was incredible!
#LearningUtsav2025 #FestivalOfLearning #LUD2 #Python #NumPy

Day 2/30:
> learned about Q-learning and how it helps agents learn optimal actions
> implemented an agent using Q-learning to solve a GridWorld environment
> trained the agent over 1000 epochs and tested it.
#LearningUtsav2025 #FestivalOfLearning #LUD2 #QLearning
@learning_utsav

#LUD2 Today, I explored Transformer basics through codeβtokenization, sequence handling, and their role in model understanding. I also build AI agents with LangGraph, learned about tools, models, actions, and agentic states.
@LearningUtsav #LearningUtsav2025 #FestivalOfLearning

Seprated project into bootloader and kernal; A Day filled with errors π«
#LUD2 #LearningUtsav2025 #FestivalOfLearning
@learning_utsav

Day 2/30 β Folder Setup
Managed folder structure for backend (Express) & frontend (Next.js) for a clean fullstack setup.
Next: Learn monorepo setup to handle both efficiently.
#LUD2 #LearningUtsav2025 #FestivalOfLearning #CloudMerge #WebAppDevelopment
@learning_utsav

#LUD2
Today I Covered :
> Operations on Data structure
> Algorithms and it's characteristics
> Approaches in algorithm
> Major Categories in algorithm
@learning_utsav
#LearningUtsav2025 #FestivalOfLearning

Today I learned the role of Django Apps. The key application was coordinating between 3 files: project https://t.co/rD7khky6as (using include), app https://t.co/rD7khky6as (defining route), & https://t.co/SebSgn7tkG (handling request). #LUD2 #LearningUtsav2025 #FestivalOfLearning

#LUD2
Today I spent time learning about large language models, their evolution over the years, the mechanisms behind how they function, and the limitations they still face in practice.
#FestivalOfLearning
#LearningUtsav
#machinelearning
@learning_utsav

#LearningUtsav2025 #FestivalOfLearning #LUD2
Today, I went through CLIP's research paper which has inspired a lot of recent SOTA VLM'S. Some keypoints:
1. NLS helps to generalize models across different task and dataset
2. CLIP performs better than fully supervised baselines.
...

Today I learnt about Axioms of Probability, revised Combinatrics: Permutation & Combinations, Birthday Problem, Conditional Probability, Baye's Theorem, Law of Total Probability, few card problems and so on.
#LearningUtsav2025 #FestivalOfLearning #LUD2

#LUD2 #LearningUtsav2025 #FestivalOfLearning
I started to build a Rock/Paper/Scissors Game using HTML, JavaScript & CSS
I understood about innerHTML & used it in the project and built the logic.

#LUD2 #LearningUtsav2025 #FestivalOfLearning #awsscd2025 #awscloudclubTU
I completed lesson 2 & 3 of module 2. The topics were: Instance families, their features, instance size, and ways to provision AWS resources by CLI, SDK & management console. I completed the quizzes as well.

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