Machine Learning and Artificial Intelligence for All

We empower businesses with our state of the art AI toolkit. We will help your business be ready for a future driven by AI.

Contact us
company name
company name
company name
company name
company

How can machine learning help your team?

Natural Language Processing

Lydian's natural language processing technology automates business workflows for firms dealing with large amounts of text data, including databases of customer reviews, contracts, transcriptions, and other large document stores. Our natural language processing team can help you analyze large text based documents, create conversational agents, perform topic clustering, and more.

Computer Vision

Lydian uses the latest in computer vision technology to help your team quickly and accurately process large amounts of data. Lydian’s computer vision services can help you build systems for object detection, image classification, optical character recognition, and more.

Data Pipeline

Lydian’s data pipelining and transformation technology helps teams automate the process of extracting data from various sources, including databases, sensors, and social media feeds. We can help you build data pipelines that are scalable, reliable, and easy to maintain.

Prediction and Recommendation

Our predictive AI suite can help your business rapidly make insights towards essential KPIs. Our proprietary deep neural networks can analyze millions of data points and make key business decisions and insights.

services

title
Advisory

Our team brings a diverse set of professional experiences in the machine learning and software space. We’ve worked at a multitude of startups and research labs and can consult with your team on making critical technical, operational, and business decisions for your company.

title
Consulting

Our team also provides services for integrating machine learning into your platform. This includes but is not limited to: developing custom machine learning models for your data, building data and ML pipelines, and integrating key tools used at OpenAI and top research labs into your company’s technical toolkit.

recent research

title
On characterizing the capacity of neural networks using algebraic topology

The learnability of different neural architectures can be characterized directly by computable measures of data complexity. In this paper, we reframe the problem of architecture selection as understanding how data determines the most expressive and generalizable architectures suited to that data, beyond inductive bias. After suggesting algebraic topology as a measure for data complexity, we show that the power of a network to express the topological complexity of a dataset in its decision region is a strictly limiting factor in its ability to generalize. We then provide the first empirical characterization of the topological capacity of neural networks. Our empirical analysis shows that at every level of dataset complexity, neural networks exhibit topological phase transitions. This observation allowed us to connect existing theory to empirically driven conjectures on the choice of architectures for fully-connected neural networks....

read more
title
Finding and fixing spurious patterns with explanations

Machine learning models often use spurious patterns such as "relying on the presence of a person to detect a tennis racket," which do not generalize. In this work, we present an end-to-end pipeline for identifying and mitigating spurious patterns for image classifiers. We start by finding patterns such as "the model's prediction for tennis racket changes 63% of the time if we hide the people." Then, if a pattern is spurious, we mitigate it via a novel form of data augmentation. We demonstrate that this approach identifies a diverse set of spurious patterns and that it mitigates them by producing a model that is both more accurate on a distribution where the spurious pattern is not helpful and more robust to distribution shift....

read more
view all

We are a team of researchers, engineers, and entrepreneurs ready to take on tough problems.

We are no ordinary research team. Forget all of your preconceptions about engineers; we are a friendly, creative team with a vast array of personal and professional experiences. We pride ourselves in our ability to communicate effectively with our clients - we see each project as an opportunity to collaborate in solving challenging business problems.

name
name
name
name
name
name
name
name
name
name
name
name
Learn More About Our Team

Learn how we can help your research team

Book your free data consultation today.

contact us