Module 01 – WHAT IS DATA SCIENCE

  1. Workbook (Pdf)
  2. Overview
  3. Data Science Activities
  4. Data Hygiene
  5. Review Quiz (Number of attempts allowed: Unlimited)

Module 03 – UNSTRUCTURED DATA

  1. Workbook (Pdf)
  2. Structure Is Important
  3. Storage Of Unstructured Data
  4. Find Results In Unstructured Data
  5. Compare Unstructured Data
  6. Review Quiz (Number of attempts allowed: Unlimited)

Module 05 – DECISION TREES

  1. Workbook (Pdf)
  2. Classifying Data
  3. Basic Decision Trees
  4. Decision Tree Variations
  5. Review Quiz (Number of attempts allowed: Unlimited)

Module 07 – LOGISTIC REGRESSION

  1. Workbook (Pdf)
  2. A First Logistic Regression
  3. Evaluating Logistic Regression Models
  4. Review Quiz (Number of attempts allowed: Unlimited)

Module 09 – THE LAMBDA ARCHITECTURE

  1. Workbook (Pdf)
  2. The Lambda Architecture
  3. Kafka Basics
  4. The Batch Layer
  5. The Speed Layer
  6. The Serving Layer
  7. Review Quiz (Number of attempts allowed: Unlimited)

Module 02 – EXPLORATORY DATA SCIENCE

  1. Workbook (Pdf)
  2. The Foundations Of Data Exploration
  3. Statistics Of Data
  4. Visualization Of Data
  5. Selection Of Data Factors
  6. Review Quiz (Number of attempts allowed: Unlimited)

Module 04 – ASSOCIATIVE RULES

  1. Workbook (Pdf)
  2. Measuring Association
  3. Quality Of Rules
  4. Review Quiz (Number of attempts allowed: Unlimited)

Module 06 – LINEAR REGRESSION

  1. Workbook (Pdf)
  2. Simple Linear Regression
  3. Quality Of Linear Models
  4. Review Quiz (Number of attempts allowed: Unlimited)

Module 08 – NEURAL NETWORKS

  1. Workbook (Pdf)
  2. Neural Network Foundations
  3. Natural Language Processing
  4. Text Representation
  5. The Skip-Gram Algorithm
  6. Review Quiz (Number of attempts allowed: Unlimited)

Module 10 – DATA SCIENCE ROLES

  1. Workbook (Pdf)
  2. The Data Science Team
  3. Data Wrangler
  4. Data Engineer
  5. Quantitative Analyst
  6. Machine Learning Engineer
  7. Framework Administrator
  8. Business Analyst
  9. Review Quiz (Number of attempts allowed: Unlimited)