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Data Science Fundamentals

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Gain an overview of data science fundamentals.

This specialization demystifies data science and familiarizes learners with key data science skills, techniques, and concepts. The course begins with foundational concepts such as analytics taxonomy, the Cross-Industry Standard Process for Data Mining, and data diagnostics, and then moves on to compare data science with classical statistical techniques. The course also provides an overview of the most common techniques used in data science, including data analysis, statistical modeling, data engineering, manipulation of data at scale (big data), algorithms for data mining, data quality, remediation and consistency operations.

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From University of California, Irvine via Coursera
Hours 80
Instructors Dursun Delen, Julie Pai
Language English
Subjects Data Science Business Programming

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Careers

An overview of related careers and their average salaries in the US. Bars indicate income percentile (33rd - 99th).

AD, Data Science $47k

Associate Data Science Supervisor $55k

Science writer / data analyst $63k

Genomic Data Science Programmer $75k

Volunteer Director of Data Science $78k

Expert Data Science Supervisor $79k

Supervisor 1 Data Science Supervisor $91k

Guest Director of Data Science $101k

Data Science Architect $105k

Head of Data Science $131k

Assistant Director 1 of Data Science $133k

Owner Director of Data Science $149k

Courses in this Specialization

Listed in the order in which they should be taken

Starts Course Information

Jul
3

Intro to Analytic Thinking, Data Science, and Data Mining

Welcome to Introduction to Analytic Thinking, Data Science, and Data Mining. In this course, we will begin with an exploration of the field and profession of data science with a...

Coursera | University of California, Irvine

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Jul
3

Predictive Modeling, Model Fitting, and Regression Analysis

Welcome to Predictive Modeling, Model Fitting, and Regression Analysis. In this course, we will explore different approaches in predictive modeling, and discuss how a model can be...

Coursera | University of California, Irvine

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Jul
3

Cluster Analysis, Association Mining, and Model Evaluation

Welcome to Cluster Analysis, Association Mining, and Model Evaluation. In this course we will begin with an exploration of cluster analysis and segmentation, and discuss how...

Coursera | University of California, Irvine

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Jul
3

Natural Language Processing and Capstone Assignment

Welcome to Natural Language Processing and Capstone Assignment. In this course we will begin with an Recognize how technical and business techniques can be used to deliver...

Coursera | University of California, Irvine

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Coursera

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University of California, Irvine

From University of California, Irvine via Coursera
Hours 80
Instructors Dursun Delen, Julie Pai
Language English
Subjects Data Science Business Programming

Careers

An overview of related careers and their average salaries in the US. Bars indicate income percentile (33rd - 99th).

AD, Data Science $47k

Associate Data Science Supervisor $55k

Science writer / data analyst $63k

Genomic Data Science Programmer $75k

Volunteer Director of Data Science $78k

Expert Data Science Supervisor $79k

Supervisor 1 Data Science Supervisor $91k

Guest Director of Data Science $101k

Data Science Architect $105k

Head of Data Science $131k

Assistant Director 1 of Data Science $133k

Owner Director of Data Science $149k

Similar Courses

Sorted by relevance