{"product_id":"9789390770168-4","title":"Machine Learning for GTU 18 Course (VII - CE\/CSE\/ICT - 3170724) - Professional Elective - VI","description":"\u003cp\u003e1.Introduction to Machine Learning : Overview of Human Learning and Machine Learning, Types of Machine Learning, Applications of Machine Learning, Tools and Technology for Machine Learning. (Chapter - 1) 2.Preparing to Model : Machine Learning activities, Types of data in Machine Learning, Structures of data, Data quality and remediation, Data Pre-Processing: Dimensionality reduction, Feature subset selection. (Chapter - 2) 3. Modelling and Evaluation : Selecting a Model: Predictive\/Descriptive, Training a Model for supervised learning, model representation and interpretability, Evaluating performance of a model, Improving performance of a model. (Chapter - 3) 4. Basics of Feature Engineering : Feature and Feature Engineering, Feature transformation: Construction and extraction, Feature subset selection : Issues in high-dimensional data, key drivers, measure and overall process. (Chapter - 4) 5.Overview of Probability : Statistical tools in Machine Learning, Concepts of probability, Random variables, Discrete distributions, Continuous distributions, Multiple random variables, Central limit theorem, Sampling distributions, Hypothesis testing, Monte Carlo Approximation. (Chapter - 5) 6.Bayesian Concept Learning : Importance of Bayesian methods, Bayesian theorem, Bayes’ theorem and concept learning, Bayesian Belief Network. (Chapter - 6) 7.Supervised Learning : Classification and Regression : Supervised Learning, Classification Model, Learning steps, Classification algorithms, Regression, Regression algorithms. (Chapter - 7) 8.Unsupervised Learning : Supervised vs. Unsupervised Learning, Applications, Clustering, Association rules (Chapter - 8) 9.Neural Network : Introduction to neural network, Biological and Artificial Neurons, Types of Activation functions, Implementation of ANN, Architecture, Leaning process, Backpropogation, Deep Learning. (Chapter - 9)\u003c\/p\u003e","brand":"Technical Publications","offers":[{"title":"Default Title","offer_id":46827641929899,"sku":"11958421031","price":425.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0620\/3355\/9723\/files\/9789390770168_3_08fc873e-5f05-4de3-b6b0-e3f50772e462.jpg?v=1778224632","url":"https:\/\/technicalpublications.in\/products\/9789390770168-4","provider":"Technical Publications","version":"1.0","type":"link"}