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Day(29/30)
Today I continued learning probability for machine learning.
#AI #ML
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Today went on a short hike but still did some learning.
Studied about assumptions when performing linear regression knowing about these can imporve accuracy.

#LUD29 Today I learned about spaCy and Gensim, spaCy for fast NLP tasks like tokenization, tagging, and NER, and Gensim for vector-space modeling and tf-idf. #LearningUtsav2025 #FestivalOfLearning @learning_utsav #machinelearning

Day 29/30 – Revamping Docs & Backend Integration
Revamped the docs to let users run the curl cmd directly in-browser . Added dual-auth support - works via .env creds or API auth headers.
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Practiced using PyTorch for data manipulation and basic computations. Getting comfortable with tensors and the framework’s workflow!
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Finally completed the Cart UI and fully implemented the cart logic including adding, removing, and updating item quantities using Zustand for global state management.
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Day 29 – CNN Project Update
🔹 Updated the ongoing CNN project
🔹 Added Flask backend for image predictions
🔹 Added HTML frontend for user interaction
🔹 App can now process images and return predictions
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#LUD29
Today, I learnt about authentication in NextJs with theory knowledge and prepared a setup for it including the database setup.
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Today I learned how NMF learns interpretable parts; explored the LED digits dataset; how NMF learns the part of images; PCA doesnt learn parts.
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🚀Day 29/30: Completed Introduction to Amazon EKS ✅
Learned how Amazon EKS simplifies Kubernetes management for deploying, scaling & running containerized applications.
#LearningUtsav2025 #FestivalOfLearning #LUD29 #AWSChallenge #AmazonEKS #Kubernetes #CloudComputing

#LUD29
Today, I implemented the announcement-service to circulate notices from ADMIN and TEACHERs to everyone using web-socket for real-time communication.
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Summary for Day 29: Completed a key optimization step! Figured out where and how to create Database Indexes in PostgreSQL. It's all about making sure those frequent searches and lookups are as efficient as possible.#LUD29 #LearningUtsav2025 #FestivalOfLearning @learning_utsav

#LUD29 #LearningUtsav2025 #FestivalOfLearning #awsscd2025 #awscloudclubTU I started learning about database in AWS and complete intro module along with Amazon RDS and Aurora.

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Today, I learned about Gradient Descent for Linear Regression and the importance of feature scaling.
Understood how scaling helps the algorithm converge faster and improves optimization efficiency.
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Today I learned about Self-Supervised Learning, its common approaches, and the I-JEPA architecture, which uses a non-generative method for learning from unlabeled data.
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#LUD29 Built an interactive dashboard using Power BI to visualize and analyze data effectively. Loved exploring how raw data can turn into meaningful insights through visuals.#LearningUtsav2025 #FestivalOfLearning @learning_utsav

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Began learning JS & TS Features in Node.js!
-Node ES6+ – using modern JS syntax like let/const, arrow functions & classes
-Node Process – accessing system & runtime info via process object

#LUD29 Today, I built an AI Art Generator Web App using the Stable Diffusion API and learned about Building Systems with ChatGPT for structured, multi-step task automation.
@LearningUtsav #LearningUtsav2025 #FestivalOfLearning

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Worked on something interesting today using Spline and Figma! Followed a tutorial,still a work in progress.
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