Improve Model Performance with Dataset Analytics.
Quickly understand the characteristics of your dataset and annotations. Find unbalanced classes to determine where datasets need to be augmented for improved model performance.
Alleviate trial-and-error processes during model design by understanding data more thoroughly with exploratory data analysis (EDA).
Eliminate data distribution biases, increase the diversity of data, and construct training datasets with sufficient complexity for a variety of applications.
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The industry insights that fuel our desire to create the best-in-class machine learning annotation platform.
New Steel City, Part 1: Why Machine Learning Belongs in Pittsburgh
Release Notes: July 2021
Innotescus Outperforms Open-source Machine Learning Tools
2 Ways to Harness Pre-Annotation for Machine Learning
For every new application of Computer Vision-based Machine Learning, a newly annotated training dataset is needed to train a model; as the rapid proliferation of
Learning Curve Graphs Part 2: The Experiment
In part 1, we discussed the data requirement curse for non-linear machine learning models. We saw that we can use learning curve graphs to estimate the dataset size for target
Learning Curve Graphs Part 1: Countering the Data Requirement Curse
Broadly speaking, most machine learning algorithms fall into one of two categories: linear models or non-linear models. Linear models are easy to interpret, faster to train and deploy
The 3 Major Advantages of Annotating Video
Almost all computer vision applications rely on annotated images to train, test, and validate the models that power them. Annotating these images can range in complexity…
The Next Big Thing in Annotation: Assisted Video Annotation
Machine learning is transforming businesses around the world. It’s already a $7.3 billion market and is expected to continue its explosive growth to $30.6 billion by 2024.
Synthetic Data: What, Why, and How?
It’s no secret that a comprehensive, well-labeled dataset goes a long way towards an effective Machine Learning solution, and while data collection is a large part of…