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What techniques do you use to detect and address feature correlation and multicollinearity during exploratory data analysis (EDA) to ensure model performance and interpretability?
In a world flooded with dashboards and data charts, not all visualizations lead to action. Sometimes, they look good but don’t help decision-makers understand what to do next. That’s why I’m curious, when you create...
I want to know how you ensure that complex technical data, analyses, or results are presented in a way that someone without a technical background can quickly grasp. It’s about your choices regarding layout, language,...
In your machine learning projects, once a model is deployed, how often do you revisit and adjust the feature engineering process to address issues caused by data drift?What indicators or monitoring strategies help you decide...
For projects involving customer data analysis, how do you balance data transformation steps (like aggregation, enrichment and deduplication) to maintain both data quality and model performance, especially when using tools like Alteryx before feeding the...
I'm looking to build a strong foundation in Python specifically for data analysis. I'm curious about the core Python libraries and concepts that are most frequently used in this field. For example, which aspects of...
Hey everyone! 👋 I’ve been diving deeper into data visualization lately and thought it’d be great to open up a discussion on what makes a visualization truly effective. With so many tools out there—Tableau, Power...
Data mining is often described as the process of discovering patterns, correlations, and trends within large datasets to generate actionable insights. But in today’s context—where data is abundant and growing exponentially—how do we ensure that...
Hi Folks- I recently launched a data platform designed for non-technical users. It's a simple data hub for structuring, sharing, and collecting data. Other nice features: better data governance through reporting, data catalog, and sharing...
Hi Data World, Im a new business owner , and have opened up my barbershop for 4 months now. I have been in the industry for 15 years, and realize the power of data. How...
I am a new graduate and I am thinking whether to get into business intelligence profile or Artificial intelligence? I did read up on google. Is business intelligence stepping stone to world of data?
I am an experienced data analyst using MS Excel for years with VBA expertise. Do you think I should continue creating dashboards for it or learn one of these fancy tools of today? If yes,...
How and what can I do to train my model. My sample population doesn't seem to work. My inputs don't change that often.
I have tried my best to collect data from surveys, questionnaire, interviews and group discussions. What else can be my choice? I follow the above model. Please suggest a better framework to better represent the...
Have you used tools like Domo, Looker or Birst? Are these worth it according to you?
The current transformation does not run fast enough. The work is done but it takes longer than expected causing delays in the report generation. Any tips will help.
I am not from data background I am curious to know what really is the difference from the professionals, not the bookish definition of it.
I have heard of data analysts who handle different set of things for different companies. A data analyst could be a data engineer or a data scientists or just into data analysis. What do you...
I am trying to enter keywords in a search field on a web page through R. Firstly I access link in R, use selector gadget to select the search field, extract keyword from list in...
Hey guys, I’m currently studying Data Analytics and I’ve finally started writing SQL queries! Any recommendations for structured SQL learning?
I am a new graduate and I am thinking whether to get into business intelligence profile or Artificial intelligence? I did read up on google. Is business intelligence stepping stone to world of data?
I am an experienced data analyst using MS Excel for years with VBA expertise. Do you think I should continue creating dashboards for it or learn one of these fancy tools of today? If yes,...
Hi Folks- I recently launched a data platform designed for non-technical users. It's a simple data hub for structuring, sharing, and collecting data. Other nice features: better data governance through reporting, data catalog, and sharing...
Data mining is often described as the process of discovering patterns, correlations, and trends within large datasets to generate actionable insights. But in today’s context—where data is abundant and growing exponentially—how do we ensure that...
Hi Data World, Im a new business owner , and have opened up my barbershop for 4 months now. I have been in the industry for 15 years, and realize the power of data. How...
I have tried my best to collect data from surveys, questionnaire, interviews and group discussions. What else can be my choice? I follow the above model. Please suggest a better framework to better represent the...
Have you used tools like Domo, Looker or Birst? Are these worth it according to you?
Hey everyone! 👋 I’ve been diving deeper into data visualization lately and thought it’d be great to open up a discussion on what makes a visualization truly effective. With so many tools out there—Tableau, Power...
I am not from data background I am curious to know what really is the difference from the professionals, not the bookish definition of it.
Hi I am looknig for a freelance work in MS Excel