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5/22/2019 Basic Concepts Of Machine - Edukite
https://edukite.org/course/basic-concepts-machine/ 1/9
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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 …
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TAKE THIS COURSE
5/22/2019 Basic Concepts Of Machine - Edukite
https://edukite.org/course/basic-concepts-machine/ 2/9
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FREE
1 YEAR
LEVEL 2 - CERTIFICATE
COURSE BADGE
COURSE CERTIFICATE
25NUMBER OF UNITS
0NUMBER 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
 
5/22/2019 Basic Concepts Of Machine - Edukite
https://edukite.org/course/basic-concepts-machine/ 3/9
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Course Credit: MIT
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
COURSE CURRICULUM
5/22/2019 Basic Concepts Of Machine - Edukite
https://edukite.org/course/basic-concepts-machine/ 4/9
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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
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5/22/2019 Basic Concepts Of Machine - Edukite
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Basic Concepts Of Machine - Edukite

  • 1. 5/22/2019 Basic Concepts Of Machine - Edukite https://edukite.org/course/basic-concepts-machine/ 1/9 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
  • 2. 5/22/2019 Basic Concepts Of Machine - Edukite https://edukite.org/course/basic-concepts-machine/ 2/9     FREE 1 YEAR LEVEL 2 - CERTIFICATE COURSE BADGE COURSE CERTIFICATE 25NUMBER OF UNITS 0NUMBER 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  
  • 3. 5/22/2019 Basic Concepts Of Machine - Edukite https://edukite.org/course/basic-concepts-machine/ 3/9                               Course Credit: MIT 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 COURSE CURRICULUM
  • 4. 5/22/2019 Basic Concepts Of Machine - Edukite https://edukite.org/course/basic-concepts-machine/ 4/9                       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 
  • 5. 5/22/2019 Basic Concepts Of Machine - Edukite https://edukite.org/course/basic-concepts-machine/ 5/9 5 STARS 4 STARS 3 STARS 2 STARS 1 STARS 0 0 0 0 0 NO REVIEWS FOUND FOR THIS COURSE. RELATED COURSES
  • 6. 5/22/2019 Basic Concepts Of Machine - Edukite https://edukite.org/course/basic-concepts-machine/ 6/9 964 Diploma in Power System Engineering FREE  1855 Certi cate in Systems Engineering FREE 
  • 7. 5/22/2019 Basic Concepts Of Machine - Edukite https://edukite.org/course/basic-concepts-machine/ 7/9 1259 Metal Cutting and Machine Tools FREE  873 STUDENTS ENROLLED
  • 8. 5/22/2019 Basic Concepts Of Machine - Edukite https://edukite.org/course/basic-concepts-machine/ 8/9 BEST RECOMMEND COURSES ( 9 REVIEWS ) 1909: The People’s Budget 1253 STUDENTS  ( 6 REVIEWS ) 21st Century Marketing 720 STUDENTS  ( 7 REVIEWS ) 70-697 – Con guring Windows Devices 1334 STUDENTS  SUBSCRIBE TO OUR NEWSLETTER Get top tips & guidance from our in-house study abroad experts Your Email USEFUL LINKS About Terms & Conditions Privacy Policy Cookie Policy Contact INQUIRY Submit
  • 9. 5/22/2019 Basic Concepts Of Machine - Edukite https://edukite.org/course/basic-concepts-machine/ 9/9  3 Lower Thames Street,London,EC4R 6HE.  020 3934 9675  info@edukite.org COPYRIGHT © BY EDUKITE    