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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, Data Science, Pandas (Python Package), Data Manipulation, Data Visualization, Jupyter, Web Scraping, Interactive Data Visualization, Data Import/Export, Data Cleansing, JSON

University of California San Diego

Design Thinking and Predictive Analytics for Data Products

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

University of California San Diego

Meaningful Predictive Modeling

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

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, Web Applications, Regression Analysis, Data Manipulation, Python Programming, Machine Learning, Data Processing