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RequirementsPython, Numpy, and Pandas experienceProbability and statistics (Gaussian distribution)Strong ability to write algorithmsDescriptionIn recent years, we’ve seen a resurgence in AI, or artificial intelligence, and machine leaing. Machine leaing has led to some amazing results, like being able to analyze medical images and predict diseases on-par with human experts. Google’s AlphaGo program was able to beat a world champion in the strategy game go using deep reinforcement leaing. Machine leaing is even being used to program self driving cars, which is going to change the automo,دانلود,فیلم,آموزش,علم,داده,یادگیری,زبان,ماشین ...ادامه مطلب

RequirementsInstall Python, Numpy, Scipy, Matplotlib, Scikit Lea, Theano, and TensorFlowLea about backpropagation from Deep Leaing in Python part 1Lea about Theano and TensorFlow implementations of Neural Networks from Deep Leaing part 2DescriptionThis is the 3rd part in my Data Science and Machine Leaing series on Deep Leaing in Python. At this point, you already know a lot about neural networks and deep leaing, including not just the basics like backpropagation, but how to improve it using mode techniques like momentum and adaptive leaing rates. You’ve already written dee,دانلود,فیلم,آموزش,یادگیری,عمیق,شبکه,های,عصبی ...ادامه مطلب

RequirementsInstall Numpy, Matplotlib, Sci-Kit Lea, Theano, and TensorFlow (should be extremely easy by now)Understand backpropagation and gradient descent, be able to do it on your own.Code a recurrent neural network in TheanoCode a feedforward neural network in TheanoDescriptionIn this course we are going to look at advanced NLP. Previously, you leaed about some of the basics, like how many NLP problems are just regular machine leaing and data science problems in disguise, and simple, practical methods like bag-of-words and term-document matrices. These allowed us to do some pretty coo,دانلود,فیلم,آموزش,پردازش,زبان,طبیعی,یادگیری,عمیق ...ادامه مطلب

RequirementsDifferential calculusNumpy, Matplotlib, Sci-Kit LeaK-Nearest Neighbors, Decision TreesProbability and Statistics (undergraduate level)Linear Regression, Logistic RegresionDescriptionIn recent years, we’ve seen a resurgence in AI, or artificial intelligence, and machine leaing. Machine leaing has led to some amazing results, like being able to analyze medical images and predict diseases on-par with human experts. Google’s AlphaGo program was able to beat a world champion in the strategy game go using deep reinforcement leaing. Machine leaing is even being used to program s,دانلود,فیلم,آموزش,یادگیری,زبان,ماشین ...ادامه مطلب