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Advanced Python for Data Science

Learning path

This is for learners who are proficient with Python basics. You’ll start by creating your first data strategy. You’ll develop statistical models, devise data-driven workflows, learn to make meaningful predictions for a wide range of business purposes, and use design thinking methodology and data science techniques to extract insights from a wide range of data sources. This is your chance to master one of the technology industry’s most in-demand skills. ~ 34 Hours.

What you'll learn

Manipulate and visualize datasets using Python libraries for data processing.
Design and implement predictive models using statistical learning techniques.
Evaluate and compare regression and classification models using diagnostic techniques.
Deploy recommender systems on large-scale datasets and understand deployment challenges.

Learning path content

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University of California San Diego

Basic Data Processing and Visualization

Skills you'll gain: Data Processing, NumPy, Matplotlib, Data Visualization Software, Python Programming, Web Scraping, Pandas (Python Package), Data Import/Export, Data Manipulation, Data Cleansing, Interactive Data Visualization, Data Visualization, JSON, Jupyter, Data Science

University of California San Diego

Design Thinking and Predictive Analytics for Data Products

Skills you'll gain: Feature Engineering, Supervised Learning, Regression Analysis, Classification And Regression Tree (CART), Tensorflow, Data Manipulation, Data Cleansing, Predictive Analytics, Deep Learning, Machine Learning Algorithms, Statistical Methods, Predictive Modeling, Scikit Learn (Machine Learning Library), Data Science, Applied Machine Learning, Design Thinking

University of California San Diego

Meaningful Predictive Modeling

Skills you'll gain: Predictive Modeling, Data Validation, Regression Analysis, Supervised Learning, Machine Learning Methods, Python Programming, Verification And Validation, Test Data, Natural Language Processing, Applied Machine Learning, Statistical Methods

University of California San Diego

Deploying Machine Learning Models

Skills you'll gain: Django (Web Framework), Flask (Web Framework), Applied Machine Learning, Application Deployment, Predictive Modeling, Regression Analysis, Data Processing, Web Applications, Machine Learning, Python Programming, Data Manipulation