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  • Rprop
  • Rprop, short for resilient backpropagation, is a learning heuristic for supervised learning in feedforward artificial neural networks. This is a first-order

  • Feedforward neural network
  • different activation function. Hopfield network Feed-forward Backpropagation Rprop Ferrie, C., & Kaiser, S. (2019). Neural Networks for Babies. Sourcebooks

  • History of artificial neural networks
  • relied only on the sign of the gradient (Rprop) on problems such as image reconstruction and face localization. Rprop is a first-order optimization algorithm

  • Gradient descent
  • Backtracking line search Conjugate gradient method Stochastic gradient descent Rprop Delta rule Wolfe conditions Preconditioning Broyden–Fletcher–Goldfarb–Shanno

  • Stochastic gradient descent
  • rate in different applications. RMSProp can be seen as a generalization of Rprop and is capable to work with mini-batches as well opposed to only full-batches

  • Vanishing gradient problem
  • standard backpropagation. Behnke relied only on the sign of the gradient (Rprop) when training his Neural Abstraction Pyramid to solve problems like image

  • Outline of machine learning
  • learning Repeated incremental pruning to produce error reduction (RIPPER) Rprop Rule-based machine learning Skill chaining Sparse PCA State–action–reward–state–action

  • Encog
  • (RSOM) Self Organizing Map (Kohonen) Backpropagation Resilient Propagation (RProp) Scaled Conjugate Gradient (SCG) Levenberg–Marquardt algorithm Manhattan

  • Hyper basis function network
  • HyperBF Networks: Regularization by Explicit Complexity Reduction and Scaled Rprop-Based Training". IEEE Transactions of Neural Networks 2:673–686. F. Schwenker

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rprop

Astrological/horoscope meaning of rprop. rprop means: With a Life Path 2, your numbers are (11/2, 20/2). If you are blessed with the positive features of the life path number 2, you will have the ability to live a balanced, delicate and fair life. You like to examine clearly the full range of positions on every issue or situation, and for this reason, you are often seen as a mediator in challenging situations. In this function you are able to resolve conflicts with in an uninhibited and fair style. You have a genuine concern for others; Life path 2 people think the best of people, and want the best for them. They are honest and open in thought, word and deed. They stand out in some form of group activity, where his experience in handling and blending people can be used effectively. Manners and timeliness mark their way with others, and they are not one to dominate a group or situation. You are about to receive the master of compromise and harmony award in your area of expertise. As the main member of the team, you never need praise or recognition even when offered.In many ways, you are a creature of habit and routine, and you flourish in well known and familiar patterns. Your ability to analyze and to make accurate judgments is a wonderful natural function to bring the business community together. They strive for absolute precision and even perfection in their work. Maybe you're not a leader, but you are a visionary and talented person with innovative ideas.The Life Path 2 shows that you entered this life with a spiritual quality your make-up, which can cause you to always strive for peace in difficult circumstances. Your strengths come from your great ability to listen and absorb. You are a fixer, a mediator, and a very diplomatic type of person with great persuasion skills rather than forcefulness in your way in the world. You embrace their spiritual side, to show you are intuitive, modern, idealistic and visionary. These ends are made interesting with much to offer society. They have the potential to be a deep thinker, and certainly keen to understand many of the mysteries of life and fascinating facets.Life path 2 also has it's negatives. The nervous energy it generates may make one sometimes look a little extreme, but this is sometimes the zeal in you mainly expressing likes and dislikes. The stress can bring normality, and tolerance when in a state of emotional outrage, but it can also make you to seem so out of character. In fact, you can become sensitive to things. In some cases, this can even become weakness although generally a strength for the 2 life path. You can find it difficult to decide what you want to do sometimes. Twos often struggle with indecision. Decision and getting your life in gear, so to speak, can be a challenge. There is a tendency for many of 2s to cherish feelings of discomfort and dissatisfaction with the performance and personal progress in life. The biggest obstacle and difficulty that can be found, is the passivity and a state of apathy and lethargy. The negative 2 can be very pessimistic. If you live on the negative side of the 2, the lack of common sense can often make you unable to distinguish between fantasy and reality.Even the positive with 2 life path people prefer a more friendly and less competitive life, often to avoid the emotional and financial hardship. They can do better with the use their skills, advice and guidance from society in efforts to serve. Much of his idealism is people-oriented and very humanitarian in nature. They can expect a lot of themselves.

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    R: Meaning of R in the acronym rprop means: Letter R sits comfortably on two legs that are a litlle spread apart. It displays great strength. It's close top to itself is uncaring, impetuous, and insensitive.

    P: Meaning of P in the acronym rprop means: P has a heavy top standing on just a point to show it's strenght. It means strong, the ability tp perceive weakness and opportunities easily and clear-sightedness. By standing on its own, it shows self-centeredness, a thriving attitude and rigorousness. P also shows disconnection, strong will to go even alone and impartiality.

    O: Meaning of O in the acronym rprop means: O is well carved with no pointed edges. It is smooth and closed. It shows deep in thought, well disciplined, down in the dumps and caring. The roundedness of the O with lookout in the middle indicates a peering nature into the outside. This means, lookout for the mysterious and be home-loving and enjoy the things that are close by. It is a traditionalist letter.

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