IjtabaHussain

Hi, My name is Ijtaba and I am a Data Analyst having more than 15 years of experience in diversified fields like Business Analysis, Workforce Management(WFM), Data Analysis, Process Improvement, and Machine Learning. My goal is to knowledge, but what I also learned is that I should prepare an army of excellent skilled professionals. I have personally trained many subordinates, colleagues, friends, and professionals in the journey.

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What are the essential data cleaning techniques for streaming data?

Cleaning streaming data presents unique challenges compared to batch processing, as the data is continuously arriving in real-time. Effective data cleaning for streaming data involves maintaining data quality, ensuring accuracy, and adapting to the dynamic nature of the incoming information. Here are essential data cleaning techniques for streaming data:

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What are the most effective ways to detect and correct seasonality in time series data?

The behaviour and trends of time series data can be significantly influenced by seasonality, which can have a substantial impact. When attempting to forecast the sales of a product, for instance, it is necessary to take into consideration the seasonal shifts in demand, which might be caused by factors such as holidays, weather, or promotional activities.

What are the most effective ways to detect and correct seasonality in time series data? Read More »

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