What techniques do you use to detect and address feature correlation and multicollinearity during exploratory data analysis (EDA) to ensure model performance and interpretability?
What techniques do you use to detect and address feature correlation and multicollinearity during exploratory data analysis (EDA) to ensure model performance and interpretability?
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 the patterns we uncover are truly meaningful and not just noise? With AI and machine learning automating much of the(Read More)
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 the patterns we uncover are truly meaningful and not just noise? With AI and machine learning automating much of the process, what role should human judgment still play in interpreting the results of data mining? Would love to hear how others approach this balance between automation and insight! And are there still people out there who are working as data miners as AI is alreaady here?
Projects PX
Kavya Iyer
Shweta Dubey
PangaeXI’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 NumPy, Pandas, Matplotlib, and Seaborn are absolutely essential? Are there any other important Python modules or programming concepts I should(Read More)
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 NumPy, Pandas, Matplotlib, and Seaborn are absolutely essential? Are there any other important Python modules or programming concepts I should prioritize?
Maha Sarhan Projects PXOur son will be studying Data Analytics and Computation the the fall of 2025. What should a student consider while studying this field in regards to Ai capabilities? How can he ensure he will have a marketable degree in 4 years given Ai can do so much?
Our son will be studying Data Analytics and Computation the the fall of 2025. What should a student consider while studying this field in regards to Ai capabilities? How can he ensure he will have a marketable degree in 4 years given Ai can do so much?
PangaeXI completed my certification in data analyst. Now searching for a job in various job portals like LinkedIn, indeed ,hirist etc. i applied for a lots of companies from past 1-2 month but i did get a call back from one of any company. How to land in a job in data analyst?
I completed my certification in data analyst. Now searching for a job in various job portals like LinkedIn, indeed ,hirist etc. i applied for a lots of companies from past 1-2 month but i did get a call back from one of any company. How to land in a job in data analyst?
