Udacity — Data Scientist Nanodegree nd025 v1.0.0 2018-12

Description

This Data Scientist Nanodegree edition combines analysis, machine learning and the engineering work needed to turn a model into a usable project. One assignment asks learners to select a dataset, investigate three questions and communicate the results through a repository and a written explanation. Another uses disaster-response messages to build preparation and classification pipelines.

The broader programme includes software engineering, data engineering, experiment design and recommendation systems. It is designed for learners who already have programming and analysis experience, with projects that bring together data preparation, modelling, visualisation and communication rather than treating those skills as isolated exercises.

What you will learn

• Investigate a dataset and explain findings for an intended audience.
• Build a pipeline for preparing and classifying emergency messages.
• Study experiment design, recommendation systems and model deployment.

Course specifications

Publisher

Udacity

Instructors

Josh Bernhard, Judit Lantos, David Drummond, Mike Yi, Andrew Paster, Luis Serrano, Juno Lee

Language

English

Level

Expert

Duration

39 hours and 22 minutes

Subtitle

English

Quality

720p

Edition

2018-12

Course topics

A course topics image is not available for this resource.

Prerequisites

• Python programming, including functions and common NumPy/Pandas workflows.
• SQL joins, aggregations and subqueries; familiarity with a terminal and GitHub.
• Prior supervised and unsupervised machine-learning study.
• Statistics, calculus, linear algebra and data preparation/visualisation fundamentals.

Introduction video

Download resources

Choose one edition and keep its parts together. Alternate providers are available when listed.

Size

7.16 GB

Leave a Reply

Signed-in member comments appear immediately.

More to explore