Dropout Analyst

Dropout Analyst Dropout Analyst is a dynamic Data Analysis & Visualization Agency dedicated to turning your business data into powerful insights.

We help businesses make smarter decisions by solving complex problems through data storytelling, interactive dashboards.

07/10/2026

๐Ÿš€ ๐ƒ๐ž๐ž๐ฉ ๐‹๐ž๐š๐ซ๐ง๐ข๐ง๐  ๐๐ซ๐จ๐ฃ๐ž๐œ๐ญ ๐‚๐จ๐ฆ๐ฉ๐ฅ๐ž๐ญ๐ž๐: ๐๐จ๐ญ๐š๐ญ๐จ ๐๐ฅ๐š๐ง๐ญ ๐‹๐ž๐š๐Ÿ ๐ƒ๐ข๐ฌ๐ž๐š๐ฌ๐ž ๐‚๐ฅ๐š๐ฌ๐ฌ๐ข๐Ÿ๐ข๐œ๐š๐ญ๐ข๐จ๐ง ๐ฎ๐ฌ๐ข๐ง๐  ๐‚๐จ๐ง๐ฏ๐จ๐ฅ๐ฎ๐ญ๐ข๐จ๐ง๐š๐ฅ ๐๐ž๐ฎ๐ซ๐š๐ฅ ๐๐ž๐ญ๐ฐ๐จ๐ซ๐ค๐ฌ (๐‚๐๐) ๐Ÿฅ”๐ŸŒฟ

I'm excited to share one of my recent deep learning projects, where I built an end-to-end Potato Plant Leaf Disease Classification model using TensorFlow/Keras. The model is designed to identify potato leaf diseases from images and classify them into three categories:
๐ŸŸข Healthy
๐ŸŸค Early Blight
โšซ Late Blight
This project helped me gain practical experience in computer vision and strengthened my understanding of how Convolutional Neural Networks (CNNs) extract image features and perform multi-class classification.

Demo link:https://lnkd.in/g2viCfvV
Github:https://shorturl.at/BFiPO

Types of Multiclass Logistic RegressionThere are 2 main types ๐Ÿ‘‡๐Ÿ”ธ 1. One-vs-Rest (OvR)5โœ”๏ธ Idea:Break problem into K binar...
04/06/2026

Types of Multiclass Logistic Regression

There are 2 main types ๐Ÿ‘‡

๐Ÿ”ธ 1. One-vs-Rest (OvR)
5
โœ”๏ธ Idea:
Break problem into K binary classifiers
โœ”๏ธ Working:
Each model predicts one class vs others
Final prediction = highest probability
โœ”๏ธ Characteristics:
Simple
Independent models
May produce overlapping/conflicting decisions
๐Ÿ”ธ 2. Multinomial Logistic Regression (Softmax)
6
โœ”๏ธ Idea:
Single model for all classes
โœ”๏ธ Working:
Uses softmax to compute probabilities
Classes compete with each other
โœ”๏ธ Characteristics:
More accurate (usually)
Better decision boundaries
Computationally heavier

04/01/2026

Complete Operations Dashboard in Looker Studio for Costa Carts Brand !

Create fully structured dummy data set and made the dashboard for business solutions

A decision boundary is a hypersurface a line in 2D, a plane in 3D, or a hyperplane in higher dimensions that separates d...
03/31/2026

A decision boundary is a hypersurface a line in 2D, a plane in 3D, or a hyperplane in higher dimensions that separates different classes in a machine learning model's feature space. It represents the threshold where a model changes its prediction from one class to another, learned during training to maximize accuracy or margins.

From your business raw data to insightful Business Dashboard!Millions of data not tell a story , a dashboard tell !A p...
03/29/2026

From your business raw data to insightful Business Dashboard!

Millions of data not tell a story , a dashboard tell !
A pictures says thousands of words

Business problems are mostly are solved by using their data !

In the era data is the most powerful weapon!

If you donโ€™t use your data you cannโ€™t increase

03/28/2026

From raw data to businesses solutions dashboard in Power Bi

Data Analyst Roadmap !If you want to be a data analyst , you should follow this
03/28/2026

Data Analyst Roadmap !
If you want to be a data analyst , you should follow this

03/25/2026

Read this If you are 20s or 30s

03/25/2026
03/24/2026

13 skills that pay the bills life time.

The future-proof skill stack:

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