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Data Storytelling and Presentation
Data storytelling and presentation is the discipline of combining data, narrative, and visual design so that an analytical finding produces understanding and action rathe...
- Apply narrative foundations to frame raw data as a coherent...
- Analyze audience decision context to tailor data presentatio...
- +6 more outcomes
Data Quality and Cleaning Practices
Data quality and cleaning practices refer to the systematic processes and principles used to ensure that data is accurate, complete, consistent, timely, and fit for its i...
- Apply foundational data quality principles to distinguish cl...
- Design a data profiling plan that measures completeness, uni...
- +6 more outcomes
Data Warehousing Concepts
Data warehousing concepts refer to the principles, architectures, and techniques used to collect, store, and manage large volumes of structured data from multiple sources...
- Design dimensional models with fact and dimension tables tha...
- Apply ETL and ELT techniques to extract, transform, and load...
- +6 more outcomes
ETL Pipelines
ETL pipelines are the automated processes that extract data from various sources, transform it into a consistent format, and load it into a target system such as a data w...
- Analyze the purpose and business value of ETL pipelines to j...
- Design an ETL pipeline requirements document that specifies...
- +6 more outcomes
Big Data Concepts for Non-Engineers
Big data concepts refer to the principles, architectures, and processes used to manage and extract value from datasets that are too large, fast, or complex for traditiona...
- Explain what Big Data is and evaluate why volume, velocity,...
- Identify key roles, team structures, and decision rights tha...
- +6 more outcomes
Deep Learning Concepts
Deep learning is a subfield of machine learning that uses artificial neural networks with many layers to learn hierarchical representations of data.
- Implement a feedforward neural network from scratch, computi...
- Analyze loss functions and optimization algorithms by traini...
- +6 more outcomes
Data Ethics and Responsible Use
Data ethics and responsible use is the study of moral principles, social norms, and legal obligations that shape how data is collected, processed, shared, retained, and d...
- Analyze foundational ethical theories and principles to just...
- Map data lifecycle stages and assign stakeholder responsibil...
- +6 more outcomes
Phishing Recognition and Email Security
Phishing recognition is the practice of identifying fraudulent attempts to obtain sensitive information such as passwords, credit card numbers, or access credentials, typ...
- Analyze the structure of email messages and common phishing...
- Identify psychological triggers and social engineering tacti...
- +6 more outcomes
Safe Online Shopping and Banking Habits
Safe online shopping and banking habits refer to the knowledge, routines, and decision-making practices that help people protect money, accounts, devices, and personal da...
- Analyze online fraud and threat landscape to identify common...
- Detect phishing, spoofing, and social engineering attempts b...
- +6 more outcomes
Home Network Security
Home network security is the practice of protecting the devices, data, and communications within a residential network from unauthorized access, modification, or disrupti...
- Analyze a home network's topology by identifying connected d...
- Configure a home router and Wi-Fi network with strong encryp...
- +6 more outcomes
Small Business IT Basics
Small Business IT Basics refers to the essential knowledge and practices required to manage information technology in a small business environment, typically with fewer t...
- Analyze core IT foundations and support planning to align sm...
- Configure and troubleshoot computers, mobile devices, and op...
- +6 more outcomes
Cloud Storage Security
Cloud storage security is the discipline of protecting data, applications, and services that reside in cloud-based storage systems from unauthorized access, theft, corrup...
- Analyze cloud storage fundamentals and shared responsibility...
- Design identity and access management policies and secure AP...
- +6 more outcomes
Mobile Device Security
Mobile device security is the discipline of protecting portable computing devices—including smartphones, tablets, and wearables—along with the data they store, transmit,...
- Analyze the mobile threat landscape and attack surface to id...
- Compare Android and iOS platform architecture and security m...
- +6 more outcomes
Secure Remote Work Practices
Secure remote work practices encompass the policies, technologies, and behaviors that allow individuals and teams to perform their jobs from any location without compromi...
- Analyze common remote work risk scenarios and apply core sec...
- Evaluate an organization's acceptable use policy and design...
- +6 more outcomes
Incident Response Basics for Small Teams
Incident response is the organized approach to detecting, containing, eradicating, and recovering from cybersecurity incidents such as data breaches, ransomware, or insid...
- Apply the incident response lifecycle to small-team scenario...
- Design a lightweight preparedness plan that defines severity...
- +6 more outcomes