"I very rarely think in words at all. A thought comes, and I may try to express in words afterwards." Einstein Anomaly Detection is distributed Gaussian with mean and variance . Also called the normal distribution. is the with of...
"Not everything that can be counted counts, and not everything that counts can be counted." Einstein Unsupervised Learning Data sets which are not labeled or group are classified by means of unsupervised learning, e.g. market segmentation or social network analysis....
"Imagination is more important than knowledge. Knowledge is limited. Imagination encircles the world." Einstein Support Vector Machine SVM is an alternative view for logistic regression. Starting from logistic regression we can derive a good understanding of basic SVM. Also helpfull...
"Nothing that I can do will change the structure of the universe." Einstein Orthogonalization Knowing what to tune in order to try to achieve one effect. This is a process we call orthogonalization. The different effects should be orthogonal to...
"Optimization limits the evolution." unkown TensorFlow As an example we start by using the following simple cost function . Let us look at a simple example works in Python: 1 2 3 4 5 6 7 8 9 10 11...
"Do not worry about your difficulties in Mathematics. I can assure you mine are still greater." Einstein Mini-batch Gradient Descent Looking back to Batch Gradient Descent, Vectorization allows us to efficiently compute on m examples. But if m is big...
"Imagination is more important than knowledge. Knowledge is limited. Imagination encircles the world." Einstein Introduction Multiclass Classification One-vs-All Problem of Overfitting If we have too many features, the learned hypthesis may fit the training set very well ( ), but...
"If A is a success in life, then A equals X plus Y plus Z. Work is X; Y is play, and Z is keeping your mouth shut." Einstein Different categories for ML Supervised Learning An example with the housing...
"If I were to start taking care of my grooming, I would no longer be my own self." Einstein Tools Digital design for the Hardware Production “Inkscape” for svg data for laser cutter “TinkerCAD” for 3D printer “Cura” is the...
"Two things are infinite: the universe and human stupidity; and I’m not sure about the universe." Einstein A Introduction Sample General Steps Applied deep learning is a very empirical process. From an idea, code a solution and test it on...