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Basic Concepts Of Machine - Edukite

This course focus on machine learning which gives an overview of many concepts, techniques, and algorithms in machine learning. It covers topics such as classification and linear regression and ending up with more recent topics like boosting hidden Markov models, and Bayesian networks.<br>See More: https://bit.ly/2VXQnrn

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Basic Concepts Of Machine - Edukite

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  1. 5/22/2019 Basic Concepts Of Machine - Edukite HOME / COURSE / TECHNOLOGY / BASIC CONCEPTS OF MACHINE Basic Concepts Of Machine   ( 9 REVIEWS ) 873 STUDENTS This course focus on machine learning which gives an overview of many concepts, techniques, and algorithms in machine learning. It … TAKE THIS COURSE https://edukite.org/course/basic-concepts-machine/ 1/9

  2. 5/22/2019 Basic Concepts Of Machine - Edukite FREE  1 YEAR  LEVEL 2 - CERTIFICATE  COURSE BADGE  COURSE CERTIFICATE 25 NUMBER OF UNITS 0 NUMBER OF QUIZZES  4 HOURS, 20 MINUTES     HOME CURRICULUM REVIEWS This course focus on machine learning which gives an overview of many concepts, techniques, and algorithms in machine learning. It covers topics such as classi?cation and linear regression and ending up with more recent topics like boosting hidden Markov models, and Bayesian networks. It will give the student the basic ideas as well as a bit more formal understanding of how, why, and when they work. Assessment This course does not involve any written exams. Students need to answer 5 assignment questions to complete the course, the answers will be in the form of written work in pdf or word. Students can write the answers in their own time. Each answer need to be 200 words (1 Page). Once the answers are submitted, the tutor will check and assess the work. Certification Edukite courses are free to study. To successfully complete a course you must submit all the assignment of the course as part of assessment. Upon successful completion of a course, you can choose to make your achievement formal by obtaining your Certi?cate at a cost of £49. Having an Of?cial Edukite Certi?cation is a great way to celebrate and share your success. You can: Add the certi?cate to your CV or resume and brighten up your career Show it to prove your success   https://edukite.org/course/basic-concepts-machine/ 2/9

  3. 5/22/2019 Basic Concepts Of Machine - Edukite   Course Credit: MIT COURSE CURRICULUM Module 01   Introduction, linear classi?cation, perceptron update rule 00:10:00   Perceptron convergence, generalization 00:15:00   Maximum margin classi?cation 00:10:00   Classi?cation errors, regularization, logistic regression 00:10:00   Linear regression, estimator bias and variance, active learning 00:15:00   Active learning (cont.), non-linear predictions, kernals 00:10:00   Kernal regression, kernels 00:10:00   Support vector machine (SVM) and kernels, kernel optimization 00:15:00   Model selection 00:15:00   Model selection criteria 00:10:00   Description length, feature selection 00:10:00   Combining classi?ers, boosting 00:10:00 Module 02   Boosting, margin, and complexity 00:10:00   Margin and generalization, mixture models 00:10:00 https://edukite.org/course/basic-concepts-machine/ 3/9

  4. 5/22/2019 Basic Concepts Of Machine - Edukite   Mixtures and the expectation maximization (EM) algorithm 00:15:00   EM, regularization, clustering 00:10:00   Clustering 00:10:00   Spectral clustering, Markov models 00:10:00   Hidden Markov models (HMMs) 00:15:00   HMMs (cont.) 00:10:00   Bayesian networks 00:10:00   Learning Bayesian networks 00:10:00   Probabilistic inference 00:10:00 Assessment   Submit Your Assignment 00:00:00   Certi?cation 00:00:00 COURSE REVIEWS 4.8   9 ratings https://edukite.org/course/basic-concepts-machine/ 4/9

  5. 5/22/2019 Basic Concepts Of Machine - Edukite 0 5 STARS 0 4 STARS 0 3 STARS 0 2 STARS 0 1 STARS NO REVIEWS FOUND FOR THIS COURSE. RELATED COURSES https://edukite.org/course/basic-concepts-machine/ 5/9

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