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Explorium's Data Insights Blog
Where data, marketing, and sales professionals come together
Why Predictive Prospecting Matters to Manufacturing Leaders?
In the ever-evolving landscape of industrial manufacturing, the challenge of identifying high-value leads is a constant struggle. As we discussed in our previous blog post, understanding the total addressable market…
What is Firmographic Data?
In today’s competitive market landscape, businesses are in constant pursuit of data-driven strategies to stand out. Firmographics, an essential component of market research, empowers organizations with crucial insights, enabling them…
Easily Enrich Company Data with Explorium’s Google Sheet Formula
Are you tired of manually searching for company information online? Fear not, because we have a solution for you. In this post, we’ll introduce you to a powerful formula in…
Extend Your Machine Learning Pipeline With Your Prediction Outcome
Close your eyes and imagine a machine learning production pipeline (come on, you can do it). What do you see? Oh yes, data sources; a data warehouse, a streaming queue,…
2020: The Year Data Dominates Data Science
Data has been a hot topic of discussion for years now. As organizations create and collect more and more data, it’s key that they use it to make actionable decisions…
The Complete Guide to Decision Tree Analysis
In the world of machine learning, developers can create independent environments for projects easily. It only takes a few clicks to set and fit models in order to achieve solid…
Challenges in Maintaining Real-Time ML Models Using Multiple Data Sources
The field of machine learning is currently experiencing a rapid and booming expansion that seems to have no end. It seems like every other day, the ML community publishes a…
Using Data Science to Predict the Next Hit Song (Part 2)
In part one of this two-part series, we explored basic models and data enrichments for our hit song classifier. In this article, we will try to push our model a…
Beginner’s Guide to Python Modeling Using XGBoost Package
Everyone knows that having a large number of loyal customers is the key to the success of a business. This statement is even more significant for banks. It is important…
Using Data Science to Predict the Next Hit Song (Part 1)
It comes as no surprise that the music industry is tough. When you decide to produce an artist or invest in a marketing campaign for a song there are many…
Top 10 Evaluation Metrics for Classification Models
It’s important to understand that none of the following evaluation metrics for classification are an absolute measure of your machine learning model’s accuracy. However, when measured in tandem with sufficient…
Demystifying Feature Selection: Filter vs Wrapper Methods
Feature selection algorithms are increasingly growing in significance. In this article, we will cover (and compare) two popular feature selection methodologies – Filter and Wrapper.