Deep Learning

Inspired by your Brain’s own Network of Neurons

What is Deep Learning?

Inspired by the most powerful computer out there, the human brain, deep learning lets you extract more meaningful insights from images and video faster than ever before.

Deep learning is a type of machine learning that teaches computers how to learn like humans: through the use of deep (multi-layered) neural networks. Similarly to our brains, this technology enables computers to continuously pick up signals from the physical world and uncover new insights—sometimes even discovering things not directly taught through formal instruction.

It powers a growing amount of automation surrounding us today. While we may not realize it, applications like voice-enabled assistants on our cell phones and fraud detection on our credit cards are powered by this foundational technology. In fact, once you start to understand deep learning applications, you'll start seeing them everywhere!

The Deep Learning Revolution

The foundations of deep learning were first established in the 1960s.

However, only recent advances in cloud computing and hardware, coupled with the rise of big data, have led to the widespread proliferation of deep learning applications.

Today, deep learning has allowed the world to re-imagine how computers and humans can work together, transforming workflows across virtually every industry—from automating quality control on the factory production line to quantifying property damage to entire neighborhoods after a natural disaster. In fact, a growing consensus amongst experts maintains that organizations that learn how to successfully integrate this technology into key business processes today will be the leaders of tomorrow.

CrowdAI Expertize

Deep Learning and Computer Vision

CrowdAI are highly specialized experts in computer vision, a field that uses deep learning to answer questions from all forms of imagery and video such as:

CLASSIFICATION
This is an image of a landscape.

Classification

Is the shape in this image a mountain?
Object detection
This box has a tree in it.

Object Detection

Are there any trees in this image? If so, where are they located?
segmentation
These specific pixels represent mountains.

Segmentation

Are there any mountains in this image? If so, what are their precise shapes and locations in the image?
keypoints
This is the pose of the bear in this image.

Keypoints

Is there a bear in this image? If so, what is the pose or orientation of the bear?
CrowdAI — A Deep Learning Frontier

CrowdAI is on the cutting edge of deep learning.

Founded in 2016, our platform's proprietary neural networks were built from the ground up by our internal research team. From our inception, we have served as thought partners to AI research centers across the US Government. Our sustained academic partnerships and research teams ensure that we are productizing new findings for our customers at the speed of innovation, far beyond current industry standards.

Our team of doctoral researchers and engineers includes graduates of top universities, such as Stanford, Oxford, Columbia, CalTech, and New York University.

FireNet: Real-time Segmentation of Fire Perimeter from Aerial Video.

Creating xBD: A Dataset for Assessing Building Damage from Satellite Imagery.

From Satellite Imagery to Disaster Insights

Residual Inception Skip Network for Binary Segmentation

Multi-class segmentation under severe class imbalance: A case study in roof damage assessment

CrowdAI Expertize

Deep Learning and Computer Vision

CrowdAI are highly specialized experts in computer vision, a field that uses deep learning to answer questions from all forms of imagery and video such as:

CLASSIFICATION
This is an image of a landscape.

Classification

Is the shape in this image a mountain?
Object detection
This box has a tree in it.

Object Detection

Are there any trees in this image? If so, where are they located?
segmentation
These specific pixels represent mountains.

Segmentation

Are there any mountains in this image? If so, what are their precise shapes and locations in the image?
keypoints
This is the pose of the bear in this image.

Keypoints

Is there a bear in this image? If so, what is the pose or orientation of the bear?
CrowdAI — A Deep Learning Frontier

CrowdAI is on the cutting edge of deep learning.

Founded in 2016, our platform's proprietary neural networks were built from the ground up by our internal research team. From our inception, we have served as thought partners to AI research centers across the US Government. Our sustained academic partnerships and research teams ensure that we are productizing new findings for our customers at the speed of innovation, far beyond current industry standards.

Our team of doctoral researchers and engineers includes graduates of top universities, such as Stanford, Oxford, Columbia, CalTech, and New York University.

FireNet: Real-time Segmentation of Fire Perimeter from Aerial Video.

Creating xBD: A Dataset for Assessing Building Damage from Satellite Imagery.

From Satellite Imagery to Disaster Insights

Residual Inception Skip Network for Binary Segmentation

Multi-class segmentation under severe class imbalance: A case study in roof damage assessment

resources

Deep Learning Library

Should I automate data labeling using pre-trained models?

Should I automate data labeling using pre-trained models?

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Anomaly Detection with the k-NN Model

Anomaly Detection with the k-NN Model

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Designing a Computer Vision Model

Designing a Computer Vision Model

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Why Deep Learning Can Lead to More Accurate Results

Why Deep Learning Can Lead to More Accurate Results

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What Are Neural Networks?

What Are Neural Networks?

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Why Should You Care About Deep Learning?

Why Should You Care About Deep Learning?

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5 Best Practices for Image Collection for AI

5 Best Practices for Image Collection for AI

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Should I automate data labeling using pre-trained models?

Should I automate data labeling using pre-trained models?

Read more
Anomaly Detection with the k-NN Model

Anomaly Detection with the k-NN Model

Read more
Designing a Computer Vision Model

Designing a Computer Vision Model

Read more
Why Deep Learning Can Lead to More Accurate Results

Why Deep Learning Can Lead to More Accurate Results

Read more
What Are Neural Networks?

What Are Neural Networks?

Read more
Why Should You Care About Deep Learning?

Why Should You Care About Deep Learning?

Read more
5 Best Practices for Image Collection for AI

5 Best Practices for Image Collection for AI

Read more

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