Thorough, Actionable Dataset Analysis and Virtual Concierge Services
Our Dataset Analysis service helps you create a dataset and formulate the right business questions. We build models to make predictions, evaluate efficacy, and explain AI powered insights.
DIscover the power of ai-driven support
What does a robust Dataset Analysis entail?
Creating the Dataset
We start by working closely with you to build a dataset designed for machine learning. If you suspect your data holds key insights, like predicting fraudulent transactions, we're here to dive deep into those patterns. By asking detailed questions, we aim to understand your views, such as considering the purchase location's significance in detecting fraud.
Then, we identify where your valuable data comes from within your organization and how to access it. Since important data is often scattered across different sources, we work to combine it into a single, manageable format, like a spreadsheet or CSV file. Our objective is to create a comprehensive snapshot of your data, usually with less than a million rows, for thorough analysis.
If your team lacks the necessary skills for dataset preparation, don't worry—we're ready to step in and handle the process for you.
Analyzing the Data
With the dataset ready, we conduct various analyses to uncover insights. This includes examining data for patterns, assessing variables such as price or gender, and deciding on the best ways to represent this information for machine learning, like using one hot encoding for categorical data. Our analysis extends to all types of data, including text and images, with the goal of turning it into a numerical matrix that machines can understand.
We focus on crafting a problem that machine learning can solve, checking the data for any useful signals, and analyzing the effectiveness of different representations. We also rank variables based on their importance to understand better why some models work well.
In the end, we'll inform you whether a successful predictive model can be developed from your data and give you an estimate of its potential effectiveness.
ANALYZE MY DATA & REVOLUTIONIZE MY CUSTOMER SERVICE:
