Machine Learning の専門講座

Sep 22 より開講

Machine Learning の専門講座

Build Intelligent Applications。Master machine learning fundamentals in four hands-on courses.

この専門講座について

This Specialization from leading researchers at the University of Washington introduces you to the exciting, high-demand field of Machine Learning. Through a series of practical case studies, you will gain applied experience in major areas of Machine Learning including Prediction, Classification, Clustering, and Information Retrieval. You will learn to analyze large and complex datasets, create systems that adapt and improve over time, and build intelligent applications that can make predictions from data.

作成者:

業界パートナー:

courses
4 courses

提案の順序に従うか、ご自分で選択してください。

projects
プロジェクト

習得したスキルの実践および応用を目的として作成されています。

certificates
修了証

履歴書またはLinkedInで新しいスキルを強調します。

プロジェクトの概要

コース
Intermediate Specialization.
Some related experience required.
  1. コース 1

    Machine Learning Foundations: A Case Study Approach

    所要時間
    6 weeks of study, 5-8 hours/week
    字幕
    English, Korean, Vietnamese, Chinese (Simplified)

    コースについて

    Do you have data and wonder what it can tell you? Do you need a deeper understanding of the core ways in which machine learning can improve your business? Do you want to be able to converse with specialists about anything from regression and classific
  2. コース 2

    Machine Learning: Regression

    所要時間
    6 weeks of study, 5-8 hours/week
    字幕
    English

    コースについて

    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 jus
  3. コース 3

    Machine Learning: Classification

    所要時間
    7 weeks of study, 5-8 hours/week
    字幕
    English

    コースについて

    Case Studies: Analyzing Sentiment & Loan Default Prediction In our case study on analyzing sentiment, you will create models that predict a class (positive/negative sentiment) from input features (text of the reviews, user profile information,.
  4. コース 4

    Machine Learning: Clustering & Retrieval

    所要時間
    6 weeks of study, 5-8 hours/week
    字幕
    English

    コースについて

    Case Studies: Finding Similar Documents A reader is interested in a specific news article and you want to find similar articles to recommend. What is the right notion of similarity? Moreover, what if there are millions of other documents? Each

作成者

  • University of Washington

    The University of Washington is a national and international leader in the core fields that are driving data science: computer science, statistics, human-centered design, and applied math.

    Founded in 1861, the University of Washington is one of the oldest state-supported institutions of higher education on the West Coast and is one of the preeminent research universities in the world.

  • Emily Fox

    Emily Fox

    Amazon Professor of Machine Learning
  • Carlos Guestrin

    Carlos Guestrin

    Amazon Professor of Machine Learning

FAQs