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Data Scientist, Machine Learning Engineer, Electrical and Electronics Engineer, AI Enthusiast. Always reading, researching and learning to fulfill my curiosity.

Hurdles I faced forecasting with multivariate time series data and how I overcame them

Photo by Jordan Opel on Unsplash


How to create trees and ensemble regression models

Data in the form of a brain
Data in the form of a brain
Photo from TADVISER.
  • Check null values
  • Data type transformation
  • Placeholders
  • Check outliers
  • Feature engineering
  • Plot meaningful graphics


An introduction to auto_arima

decorative: house with green lawn in front and palm trees behind
decorative: house with green lawn in front and palm trees behind
Photo by Sieuwert Otterloo on Unsplash
!pip install pmdarima
from pmdarima.arima import auto_arima


How to create any classification model

Data forming a face
Data forming a face
Photo from AOE.
  • Check null values
  • Placeholders
  • Check outliers
  • Feature engineering
  • Plot meaningful graphics

1. Train-Test Datasets

Determine target variable and predictors


Give life to endless application possibilities…

Features of Google Cloud Vision API

1. Face detection


A simple how-to using Python, Pillow, and a few lines of code…

Source: attn


A Brief Introduction To Spotify

What is Discover Weekly and The Secret Behind Its Algorithm?

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