Data Science and Machine Learning Capstone Project

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Now that you've taken several courses on data science and machine learning, it's time to put your learning to work on a data problem involving a real life scenario. Employers really care about how well you can apply your knowledge and skills to solve real world problems, and the work you do in this capstone project will make you stand out in the job market.

In this capstone project, you'll explore data sets in New York's 311 system, which is used by New Yorkers to report complaints for the non-emergency problems they face. Upon being reported, various agencies in New York get assigned to resolve these problems. The data related to these complaints is available in the New York City Open Dataset. On investigation, one can see that in the last few years the 311 complaints coming to the Department of Housing Preservation and Development in New York City have increased significantly.

Your task is to find out the answers to some of the questions that would help the Department of Housing Preservation and Development in New York City effectively tackle the 311 complaints coming to them. You will need to use the techniques you learned in your previous Python, data science, and machine learning courses, including data ingestion, data exploration, data visualization, feature engineering, probabilistic modeling, model validation, and more.

By the end of this course, you will have used real world data science tools to create a showcase project and demonstrate to employers that you are job ready and a worthy candidate in the field of data science.

What you will learn

• Apply your knowledge of data science and machine learning to a real life scenario
• Analyze and visualize data using Python
• Perform a feature engineering exercise using Python
• Build and validate a predictive machine learning model using Python
• Create and share actionable insights to real life data problems

Skills you learn

• Data Ingestion
• Python (Programming Language)
• Machine Learning
• Model Validation
• Data Visualization
• Data Science
• Feature Engineering

Auto Summary

Embark on an exciting journey with the "Data Science and Machine Learning Capstone Project" course, designed to elevate your IT and Computer Science expertise. Guided by edX, this course empowers you to create a standout project that highlights your Data Science prowess to potential employers. Dive into practical applications by analyzing and visualizing real-world business data, and master the art of building predictive models using advanced machine learning techniques. Spanning 28 days, this course offers flexible subscription options, including Starter and Professional tiers, making it accessible to a wide range of learners. Whether you're just starting or looking to enhance your awareness in data science, this course provides the tools and knowledge to showcase your skills effectively. Perfect for aspiring data scientists and professionals aiming to make a significant impact in their careers.