Module 01 – WHAT IS DATA SCIENCE
- Workbook (Pdf)
- Overview
- Data Science Activities
- Data Hygiene
- Review Quiz (Number of attempts allowed: Unlimited)
Module 03 – UNSTRUCTURED DATA
- Workbook (Pdf)
- Structure Is Important
- Storage Of Unstructured Data
- Find Results In Unstructured Data
- Compare Unstructured Data
- Review Quiz (Number of attempts allowed: Unlimited)
Module 05 – DECISION TREES
- Workbook (Pdf)
- Classifying Data
- Basic Decision Trees
- Decision Tree Variations
- Review Quiz (Number of attempts allowed: Unlimited)
Module 07 – LOGISTIC REGRESSION
- Workbook (Pdf)
- A First Logistic Regression
- Evaluating Logistic Regression Models
- Review Quiz (Number of attempts allowed: Unlimited)
Module 09 – THE LAMBDA ARCHITECTURE
- Workbook (Pdf)
- The Lambda Architecture
- Kafka Basics
- The Batch Layer
- The Speed Layer
- The Serving Layer
- Review Quiz (Number of attempts allowed: Unlimited)
Module 02 – EXPLORATORY DATA SCIENCE
- Workbook (Pdf)
- The Foundations Of Data Exploration
- Statistics Of Data
- Visualization Of Data
- Selection Of Data Factors
- Review Quiz (Number of attempts allowed: Unlimited)
Module 04 – ASSOCIATIVE RULES
- Workbook (Pdf)
- Measuring Association
- Quality Of Rules
- Review Quiz (Number of attempts allowed: Unlimited)
Module 06 – LINEAR REGRESSION
- Workbook (Pdf)
- Simple Linear Regression
- Quality Of Linear Models
- Review Quiz (Number of attempts allowed: Unlimited)
Module 08 – NEURAL NETWORKS
- Workbook (Pdf)
- Neural Network Foundations
- Natural Language Processing
- Text Representation
- The Skip-Gram Algorithm
- Review Quiz (Number of attempts allowed: Unlimited)
Module 10 – DATA SCIENCE ROLES
- Workbook (Pdf)
- The Data Science Team
- Data Wrangler
- Data Engineer
- Quantitative Analyst
- Machine Learning Engineer
- Framework Administrator
- Business Analyst
- Review Quiz (Number of attempts allowed: Unlimited)