TrueschoTruescho
All Courses
Data Science: Statistics and Machine Learning
Coursera
Specialization
Unknown

Data Science: Statistics and Machine Learning

Johns Hopkins University

Build models, make inferences, and deliver interactive data products. This specialization continues and develops on the material from the Data Science: Foundations using R specialization.

UnknownEnglish

About this Course

Build models, make inferences, and deliver interactive data products. This specialization continues and develops on the material from the Data Science: Foundations using R specialization. It covers statistical inference, regression models, machine learning, and the development of data products. In the Capstone Project, you’ll apply the skills learned by building a data product using real-world data. At completion, learners will have a portfolio demonstrating their mastery of the material. The five courses in this specialization are the very same courses that make up the second half of the Data Science Specialization. This specialization is presented for learners who have already mastered the fundamentals and want to skip right to the more advanced courses

What You'll Learn

  • Perform regression analysis, least squares and inference using regression models
  • Build and apply prediction functions
  • Develop public data products

Prerequisites

  • Basic familiarity with the topic and its common terminology
  • Readiness to practice through applied exercises or case-based work

Instructors

R

Roger D. Peng, PhD

Professor of Statistics and Data Sciences

B

Brian Caffo, PhD

Professor, Biostatistics

J

Jeff Leek, PhD

Chief Data Officer, Vice President, and J Orin Edson Foundation Chair of Biostatistics in Public Health Sciences

Topics

Data Analysis
Data Science
Machine Learning
Data Presentation
Exploratory Data Analysis
GitHub
Interactive Data Visualization
Machine Learning Algorithms
Model Evaluation
Plotly

Course Info

PlatformCoursera
LevelUnknown
PacingUnknown
PriceFree

Skills

علم البيانات
الإحصاء التطبيقي
تعلم الآلة
تحليل البيانات
النمذجة التنبؤية
GitHub
Interactive Data Visualization
Machine Learning Algorithms
Model Evaluation
Plotly

Start Learning Now