Lin Hsin Hsin Artificial Intelligence Center: UnSupervised Training from the founder of LIN HSIN HSIN ART MUSEUM--Digital Art Museum, First Virtual Museum in the World, 1994.Wikipedia, Digital Media Center: Technology, Digital Art, Digital Paintings, Digital Sculptures, Digital Music, Digital Musical Instruments, Sound, Poetry, Animated Music, Web-enabled, Interactive, Digital Media Poineer
  Lin Hsin Hsin
   Artificial Intelligence Center





Unsupervised Learning




INPUT

          learn concise representations of the input data, which can be used for data exploration, or to analyze or generate new data





          PROCESSING


          mimic the data it's given uses the error in its mimicked output to correct itself -- weights & biases e.g a low probability that the erroneous output occurs



          Neural Networks

                  ≝

          📍 discriminative (recognition)
          📍 generative (imagination)
          📍 neurons
          📍 edges
          📍 connection weights
               0connecting the above




          TYPES of NETWORK


            📍 Hopfield Network
            📍 Boltzmann Machine
            📍 Sigmoid Belief Net
            📍 Deep Belief Network
            📍 Helmholtz machine
            📍 Variational autoencoder
            📍 Hebbian Learning, ART, SOM



        Probabilistic Methods    

            📍 principal component
            📍 cluster analysis


            Methods              

            📍 Clustering
            📍 Anomaly detection
            📍 latent variable models



        OUTPUT