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An artificial intelligence utilities package built to remove the delays of machine learning research.

Project description

Programming Artificial Intelligence Utilities is a package that aims to make artificial intelligence and machine learning programming easier through abstractions of extensive APIs, research paper implementations, and data manipulation.

Package Features

  • Analytics
    • Plotting of data through embedding algorithms, such as Isomap and TSNE
  • Audio
    • Recording and playing
    • Volume, speed, and pitch manipulation
    • Trimming and Splitting
    • Spectrogram, Fbanks, and MFCC creation
    • Audio file conversions
  • Image
    • Simplified OpenCV Interface
  • Autoencoder
    • Trainer and Predictor
    • Trainer with extra decoder
    • VAE Trainer
  • Evolution Algorithm
    • One dimensional evolution algorithm
    • Hyperparameter tuner
  • GAN
    • GAN Trainer
    • GANI Trainer (GAN which takes provided Inputs)
    • Cycle GAN Trainer
    • Predictors
  • Neural Network
    • Trainer and Predictor
    • Dense layers that combine batch norm
    • Convolution layers that combine batch norm, max pooling, upsampling, and transposing
  • Reinforcement
    • OpenAI Gym wrapper
    • Multi-agent adverserial environment
    • Greedy, ascetic, and stochastic policies
    • Noise policies
    • Exponential, linear, and constant decay
    • Normal memory and efficient time distributed memory (for stacked states)
    • Agents
      • QAgent: Q-learning with a table
      • DQNAgent Q-learning with a neural network model
      • PGAgent: State to action neural network model (Actor) trained with policy gradients
      • DDPGAgent: State to continous action space neural network model trained with deterministic policy gradients
  • Reinforcement Agents
    • DQNPGAgent: Combination of a DQN and PG agent into one agent
    • A2CAgent: Advantage Actor Critic agent
    • PPOAgent: Proximal Policy Optimization agent
    • TD3Agent: Twin Delayed DDPG Agent
    • PGCAgent: Continuous variant of PGAgent
    • A2CCAgent: Continuous variant of A2CAgent

Project details

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