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Where AI and Neuroscience Converge

โ“ #DidYouKnow about the unique relationship between artificial intelligence and #neuroscience?

๐Ÿ’ป Today, using modern neural networks can help us solve complex #computational problems that people would consider impossible a decade ago

๐Ÿง  You might be thrilled to hear that a similarly amazing system can be found in your head: the human brain

๐Ÿ  Among many others, the most obvious similarity between biological and artificial neural networks lies in the architecture

๐Ÿงฑ With #neurons as tiny building blocks that can do simple computations, when put together, the entire system can accomplish impressive feats!

๐Ÿ‘ถ Training a #neuralnetwork is often compared to the way we try to teach babies using flashcards - shuffle pictures of cats and dogs, then label them as โ€œcatโ€ or โ€œdogโ€ respectively

๐Ÿฝ In deep learning, however, the system is hungry for tons of labeled data and tends to be heavily supervised. With babies, learning involves rich visual stimuli and is believed to be mostly unsupervised

๐Ÿ“– This is considered to be one of the major differences between backpropagated artificial learning and biological learning

That being said, the intersection between neuroscience ๐Ÿง  and #AI ๐Ÿค– has resulted in significant impacts in both domains

๐Ÿ”„ While neuroscientific discoveries inspired the development of AI systems, AI research has generated new ideas and techniques to explore brain functions

๐Ÿถ #ReinforcementLearning (RL) is a well-known example that has sparked neuroscience studies into how animals learn to change their behavior to maximize reward

โž• #DenseAssociativeMemory models which are considered to be important mathematical tools for AI may also help explain memory-based animal behavior in neuroscience

๐Ÿ“น If this topic fascinates you, feel free to check out DmitryKrotov โ€™s talk on Biologically Inspired Neural Networks at #MIT

https://lnkd.in/effzT2WZ

Contributing Editor: Nathanya Queby Satriani Women in AI & Robotics core team volunteer.

โžก Follow Women in AI & Robotics to remain in the know of our upcoming workshops, programs, and articles. Message us if you'd like to be a guest editor for our Did You Know series.

#artificialintelligence #neuralnetwork #brain #machinelearning #deeplearning #neurobiology #womeninai #womenintech #generationequality




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