Full Curriculum

The curriculum of 300+ meticulously created tutorials, quizzes & resources is based upon conversations with hundreds of Data Science leaders, hiring managers, and recruiters within the field.

Data Science Infinity covers everything you need for success including SQL, Python, Tableau, Statistics, AB Testing, Github, Data Preparation & Cleaning, Machine Learning, Deep Learning, Project Preparation, Interviewing best practices, and more.

The curriculum, and thus you as a student, continue to grow & evolve over time.

View the full curriculum below, and enjoy the numerous free tutorials & downloads that are available to you!)


IMPORTANT: To see the full curriculum, click the "expand" button at the bottom

  Welcome - let's get you set up for success!
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  SQL for Data Science
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  Data Viz With Tableau!
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  Python for Data Science 01: Base Python
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  Python for Data Science 02: Numpy
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  Python for Data Science 03: Pandas
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  Python for Data Science 04: Matplotlib
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  An intuitive & fun adventure through Statistics for Data Science!
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  Jupyter Notebook for Data Science
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  Github for Data Science
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  Introducing ABC Grocery - our client in desperate need of Data Science expertise!
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  AB Testing - Theory & Application
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  Introduction to Machine Learning
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  Preparing & Cleaning Data for Machine Learning
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  Machine Learning for Regression Tasks
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  Linear Regression
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  Decision Trees for Regression (Regression Trees)
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  Random Forests for Regression
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  Machine Learning for Classification Tasks
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  Logistic Regression
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  Decision Trees for Classification (Classification Trees)
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  Random Forests for Classification
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  K-Nearest-Neighbours (KNN) for Classification
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  Advanced applications of scikit-learn
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  Unsupervised Learning: K-Means Clustering
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  Unsupervised Learning: Principal Component Analysis (PCA)
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  Unsupervised Learning: Association Rule Learning
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  Causal Impact Analysis
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  Machine Learning Model Deployment
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  Set yourself apart: The art of turning business problems into Data Science solutions
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  From Learning to Earning: A Framework for Success!
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  C.R.A.I.G - your system for tackling the Data Science hiring process!
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  Introduction To Deep Learning
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  Deep Learning - Artificial Neural Networks
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  Deep Learning - Convolutional Neural Networks
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  Deep Learning - Image Search Engine
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  Deep Learning Resource
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  Admin
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  Extension: Data Storytelling (Gilbert Eijkelenboom)
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  Extension: Docker Fundamentals (Andreas Kretz)
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  DATA SCIENCE INFINITY Downloadable Resource Library
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  Other Resources
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IMPORTANT: To see the curriculum in full, click the "expand" button above