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Voltar para Machine Learning: Regression

Comentários e feedback de alunos de Machine Learning: Regression da instituição Universidade de Washington

4.8
estrelas
5,290 classificações
987 avaliações

Sobre o curso

Case Study - Predicting Housing Prices In our first case study, predicting house prices, you will create models that predict a continuous value (price) from input features (square footage, number of bedrooms and bathrooms,...). This is just one of the many places where regression can be applied. Other applications range from predicting health outcomes in medicine, stock prices in finance, and power usage in high-performance computing, to analyzing which regulators are important for gene expression. In this course, you will explore regularized linear regression models for the task of prediction and feature selection. You will be able to handle very large sets of features and select between models of various complexity. You will also analyze the impact of aspects of your data -- such as outliers -- on your selected models and predictions. To fit these models, you will implement optimization algorithms that scale to large datasets. Learning Outcomes: By the end of this course, you will be able to: -Describe the input and output of a regression model. -Compare and contrast bias and variance when modeling data. -Estimate model parameters using optimization algorithms. -Tune parameters with cross validation. -Analyze the performance of the model. -Describe the notion of sparsity and how LASSO leads to sparse solutions. -Deploy methods to select between models. -Exploit the model to form predictions. -Build a regression model to predict prices using a housing dataset. -Implement these techniques in Python....

Melhores avaliações

PD
16 de Mar de 2016

I really enjoyed all the concepts and implementations I did along this course....except during the Lasso module. I found this module harder than the others but very interesting as well. Great course!

KM
4 de Mai de 2020

Excellent professor. Fundamentals and math are provided as well. Very good notebooks for the assignments...it’s just that turicreate library that caused some issues, however the course deserves a 5/5

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476 — 500 de 955 Avaliações para o Machine Learning: Regression

por Jack :

25 de Set de 2017

Very in depth for someone looking to go into detail.

por sharecj

13 de Mai de 2017

The best machine learning course I have ever joined!

por fan c

25 de Abr de 2017

useful and easy to understand. Teacher is very nice.

por Shan-Jyun W

3 de Jul de 2016

Great teaching, great materials, and a great course!

por shahreyar

19 de Jun de 2020

Pretty amazing course! Had a lot of fun doing this.

por Le H N

29 de Jun de 2018

I gain many knowledge from this course . Excellent.

por Jing

14 de Ago de 2017

A little bit boring and hard to focus on, sometimes

por Veer A S

21 de Mar de 2018

Excellent course to learn about Regression models.

por Deleted A

1 de Ago de 2016

Lovely lectures with easy to follow up mathematics

por Jesus B R F

10 de Ago de 2020

Excellent material and really clear presentations

por Abhishek N S

16 de Abr de 2020

Emily fox is an great instructor for this course.

por Jonathan A A

16 de Fev de 2017

Excellent course, you'll get value for your money

por Antonio C d S P

13 de Nov de 2016

Great ! I'm an IT guy learning a lot about math !

por Manuel S

18 de Jun de 2016

Excellent!! A great option to be on the ML track

por Giorgi G

24 de Dez de 2015

Very good course. I'd love to be course mentor :)

por Smrithi P P

28 de Mai de 2020

This course was very useful to my future studies

por Giampiero M

14 de Jun de 2019

great course, with more relevant technical infos

por Roopam K

25 de Jul de 2017

excellent course. good pace and good assignments

por Tuhin S

15 de Set de 2016

One of the best courses in Regression Modelling.

por UMAR T

12 de Mar de 2020

Excellent machine learning course on regression

por Nihar K

26 de Dez de 2019

It was very nice and great learning experience.

por Oliver W

19 de Jul de 2016

Very tough course, but I enjoyed the challenge.

por LIU Y

22 de Mar de 2016

best of the best, theoretically and practically

por songwei

15 de Jan de 2016

cool, really great class about Regression model

por Suyash C

3 de Jun de 2020

Courses like these make me want to live longer