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Hussain Mujtaba

Hussain Mujtaba
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Hussain is a computer science engineer who specializes in the field of Machine Learning. He is a freelance programmer and fancies trekking, swimming, and cooking in his spare time.
stacking

Ensemble learning with Stacking and Blending

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What is ensemble learning?What is stacking (Stacked Generalization)Stacking with Scikit-learnWhat is Blending in ensemble learning What is ensemble learning? A common practice nowadays is to...
GAN

Introduction to Generative Adversarial Networks (GANs)

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Supervised vs Unsupervised learningWhat are Generative Models?What are GANs?Where are GANs used?Tips for training GANsGenerating MNIST Handwritten Digit  Supervised vs Unsupervised Learning In Supervised Learning,...
Batch normalization

Batch Normalisation — Speed up Neural Network Training

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What is Normalisation?How does Normalisation help?What is Batch Normalisation?Why do we use batch normalisation?Regularisation with batch normalisationImplementation using Keras What is Normalisation? Normalisation is a...
bagging and boosting

Understanding the Ensemble method Bagging and Boosting

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Bias and Variance Ensemble MethodsBaggingBoostingBagging vs BoostingImplementation Bias and Variance  For the same set of data, different algorithms behave differently. For example, if we want to...
POS tagging

Part of Speech (POS) tagging with Hidden Markov Model

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What is POS tagging?Techniques for POS taggingPOS tagging with Hidden Markov ModelOptimizing HMM with Viterbi Algorithm Implementation using Python What is Part of Speech (POS) tagging?