Deep Learning At A Surface Level

Google’s uses natural language processing, machine learning, and deep learning to make their predictive search engine.
Tesla uses computer vision, image detection, and deep learning to make their self-driving cars, by Fortune
Netflix uses machine learning to give recommendations on what you should watch next, from Columbia Spectator

What Is Machine Learning?

Types of ML

Limitations of ML

Deep Learning, At A High Level

Neuron Vs Neural Network, by Brian Mwandau

Single-Layer Perceptrons

Multi-Layer Perceptrons and Artificial Neural Networks

The left has a single-layer perceptron, where there are only inputs and outputs. The right has a multi-layer perceptron, which has inputs, hidden layers, and outputs. By Nahua Kang

Recurrent Neural Networks

Convolutional Neural Networks (CNNs)

Applications of Deep Learning

  • Toxicity detection for different chemical compounds — Deep learning models have become so good at predicting the toxicity of different chemical compounds that they can quickly identify toxic compounds that took scientists decades to identify.
  • Water simulations — Fluid mechanics require vast amounts of data to simulate, so using AI/DL is perfect for making fluid simulations.
  • Image colorization — In the past, colorizing black and white images has been extremely difficult. It usually requires the work of experienced artists that have knowledge in color and the context of the image. However, by training models on the characteristics of many settings, they can colorize black and white images much faster.
  • Image generation — The most popular form of image generation is generating human faces. The model is trained on huge datasets of existing people, and creates its own person.
These people don’t exist. They were created by a GAN (type of deep learning) model on https://thispersondoesnotexist.com/.
  • Playing Mario Kart — Deep learning can also be used to play video games, including Mario Kart. Developer SethBling was able to use a neural network to play Mario Kart, and called it MariFlow. You can watch his video here.
  • And more!

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15 y/o that loves space, science, tech, and philosophy.

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Chloe Wang

Chloe Wang

15 y/o that loves space, science, tech, and philosophy.

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