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Data Science Lessons

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11th Grade

Fundamental Concepts - Data Science - Data Analysis

Fundamental Concepts - Data Science - Data Analysis

Lesson

Fundamental Concepts - Data Science - Data Analysis

11th Grade

Mathematics

Explore foundational concepts in Data Science by focusing on data analysis processes and techniques. Acquire essential skills in extracting insights and making data-driven decisions to enhance real-world applications.

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10th Grade - 12th Grade

Data Analysis Techniques - Demographic Trends in Sarawak - Population and Urban Development

Data Analysis Techniques - Demographic Trends in Sarawak - Population and Urban Development

Lesson

Data Analysis Techniques - Demographic Trends in Sarawak - Population and Urban Development

10th Grade - 12th Grade

Computers

Explore demographic trends in Sarawak, focusing on population statistics and urban development as of 2017. Gain the ability to interpret population data and identify key districts, enhancing skills in data analysis and knowledge of geographic indicators.

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11th Grade

Data Analysis Techniques - Fundamental Concepts in Data Science

Data Analysis Techniques - Fundamental Concepts in Data Science

Lesson

Data Analysis Techniques - Fundamental Concepts in Data Science

11th Grade

Education, Computers, Special Education

Gain a robust understanding of foundational techniques and concepts in data science with a focus on data analysis fundamentals. Develop essential analytical skills to effectively interpret and utilize data across various contexts, enabling more informed decision-making.

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11th Grade

Data Analysis - Quality Data Collection - Data Science Essentials

Data Analysis - Quality Data Collection - Data Science Essentials

Lesson

Data Analysis - Quality Data Collection - Data Science Essentials

11th Grade

Computers

Explore fundamental techniques for collecting high-quality data essential for data science. Develop skills in data analysis to understand the crucial role of accurate data collection in making informed decisions.

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11th Grade

Data Wrangling - Processes & Techniques - Data Science

Data Wrangling - Processes & Techniques - Data Science

Lesson

Data Wrangling - Processes & Techniques - Data Science

11th Grade

Computers

Explore fundamental concepts in data science with a focus on the techniques involved in data wrangling and analysis. Gain the ability to identify various components of the data science process, differentiate between primary and secondary data collection, and learn how to effectively communicate data insights.

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9th Grade

Data Analysis - Independent and Dependent Variables - Scientific Data Representation

Data Analysis - Independent and Dependent Variables - Scientific Data Representation

Lesson

Data Analysis - Independent and Dependent Variables - Scientific Data Representation

9th Grade

Biology

Investigate the representation of data in scientific contexts, focusing on the identification of independent and dependent variables using data tables and graphs. Develop a robust ability to interpret trends and relationships within scientific data, enhancing analytical skills applicable to scientific research.

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11th Grade

Data Analysis and Application - Practical Uses and Stages of Data Science

Data Analysis and Application - Practical Uses and Stages of Data Science

Lesson

Data Analysis and Application - Practical Uses and Stages of Data Science

11th Grade

Computers

Examine key questions and practical applications of data science. Gain an understanding of essential data science processes and appreciate the impact of data-driven decision-making.

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11th Grade - 12th Grade

Data Security Management - Threats and Protection Techniques - Computer Science

Data Security Management - Threats and Protection Techniques - Computer Science

Lesson

Data Security Management - Threats and Protection Techniques - Computer Science

11th Grade - 12th Grade

Computers

Examine the distinct characteristics of accidental versus malicious data loss and learn how to efficiently categorize them. Gain insights into the dangers associated with storing personal data on computers and explore effective strategies for protecting data security and integrity. Develop the ability to differentiate between various data loss scenarios and implement practical strategies to safeguard information confidently.

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Professional Development

[Critical Analysis - Big Data Characteristics - Data Science Processes]

[Critical Analysis - Big Data Characteristics - Data Science Processes]

Lesson

[Critical Analysis - Big Data Characteristics - Data Science Processes]

Professional Development

Science

Explore the essential characteristics of big data and its integration within data science processes. Focus on understanding various analytics types and data collection techniques. Enhance skills in identifying big data features, applying data science methodologies, and ensuring data quality for effective decision-making.

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9th Grade - 12th Grade

Network Design Principles - Internet Connectivity - Computer Science Fundamentals

Network Design Principles - Internet Connectivity - Computer Science Fundamentals

Lesson

Network Design Principles - Internet Connectivity - Computer Science Fundamentals

9th Grade - 12th Grade

Computers

Focusing on fundamental concepts in computer networks, including devices, paths, and internet protocols, learners gain a comprehensive understanding of network systems and their functionalities. This knowledge enhances the ability to navigate and utilize computer networks effectively.

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6th Grade - 9th Grade

Science Fair Projects - Investigation and Experimentation - Understanding Scientific Processes

Science Fair Projects - Investigation and Experimentation - Understanding Scientific Processes

Lesson

Science Fair Projects - Investigation and Experimentation - Understanding Scientific Processes

6th Grade - 9th Grade

Science

Explore the fundamentals of science fair projects with a comprehensive overview of scientific inquiry and experimentation. Gain proficiency in the scientific method, distinguish between experiments and demonstrations, and learn to effectively communicate scientific findings.

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8th Grade - 12th Grade

Data Handling - Data Types & Variables - Python Programming

Data Handling - Data Types & Variables - Python Programming

Lesson

Data Handling - Data Types & Variables - Python Programming

8th Grade - 12th Grade

Computers

Explore fundamental Python programming concepts, emphasizing data types and variables. Gain proficiency in recognizing various data types, utilizing variables efficiently, and constructing basic input/output statements in Python.

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5th Grade - 9th Grade

Device Classification - Input and Output Devices - Introduction to Computer Science

Device Classification - Input and Output Devices - Introduction to Computer Science

Lesson

Device Classification - Input and Output Devices - Introduction to Computer Science

5th Grade - 9th Grade

Computers

Explore the fundamental concepts of input and output devices with practical examples such as keyboards, mice, and monitors. Learners will develop the ability to accurately classify devices into input or output categories, thereby enhancing their understanding of basic computer components and their real-world functions.

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9th Grade - 11th Grade

Data Sampling Methods - Data Collection Techniques - Statistics

Data Sampling Methods - Data Collection Techniques - Statistics

Lesson

Data Sampling Methods - Data Collection Techniques - Statistics

9th Grade - 11th Grade

Mathematics

Explore various data collection methods within statistics, focusing on sampling techniques such as systematic, convenience, and stratified sampling. Develop an understanding of selecting appropriate sampling methods and enhance the ability to design unbiased surveys and observational studies.

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6th Grade - 9th Grade

Vocabulary Mastery - Engineering Design Process - Problem-Solving in Engineering

Vocabulary Mastery - Engineering Design Process - Problem-Solving in Engineering

Lesson

Vocabulary Mastery - Engineering Design Process - Problem-Solving in Engineering

6th Grade - 9th Grade

Other, Instructional Technology, Education

Explore essential engineering terminology through an in-depth examination of the engineering design process. Focus on key concepts such as constraints, prototyping, and innovation, enabling learners to enhance their ability to apply these principles in problem-solving scenarios. This comprehensive approach equips learners to effectively navigate the complexities of engineering decisions.

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9th Grade - 12th Grade

Data Analysis Techniques - Data Cleaning - Computer Science Principles

Data Analysis Techniques - Data Cleaning - Computer Science Principles

Lesson

Data Analysis Techniques - Data Cleaning - Computer Science Principles

9th Grade - 12th Grade

Computers

Focuses on data analysis techniques with an emphasis on data cleaning and interpretation within computer science. Develop expertise in identifying relevant data, understanding metadata, and recognizing biases related to machine learning.

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9th Grade - 12th Grade

Introduction to Computing - Concepts & Applications - Computer Science & Information Technology

Introduction to Computing - Concepts & Applications - Computer Science & Information Technology

Lesson

Introduction to Computing - Concepts & Applications - Computer Science & Information Technology

9th Grade - 12th Grade

Computers

Explore foundational computing concepts and key disciplines, including Computer Science, Information Systems, and Information Technology. By engaging with these topics, learners assess the impact of technological advancements on everyday life and develop analytical problem-solving skills through computing principles.

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9th Grade - 12th Grade

Key Concepts - Vocabulary - Computer Science

Key Concepts - Vocabulary - Computer Science

Lesson

Key Concepts - Vocabulary - Computer Science

9th Grade - 12th Grade

Computers

Emphasizing technological innovations and industry models, this content enhances vocabulary and understanding in computer science. Learners will gain insights into key terms and frameworks, improving their ability to discuss contemporary computing trends and technological advancements.

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9th Grade - 12th Grade

Problem-Solving Techniques - Procedures and Logic - AP Computer Science Principles

Problem-Solving Techniques - Procedures and Logic - AP Computer Science Principles

Lesson

Problem-Solving Techniques - Procedures and Logic - AP Computer Science Principles

9th Grade - 12th Grade

Computers

Focus on developing problem-solving techniques through procedures and logical reasoning. Enhance the ability to interpret and implement algorithms, leading to improved computational thinking skills.

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9th Grade - 12th Grade

Historical Devices - Inventions & Innovators - Foundations of Computer Science

Historical Devices - Inventions & Innovators - Foundations of Computer Science

Lesson

Historical Devices - Inventions & Innovators - Foundations of Computer Science

9th Grade - 12th Grade

Computers

Investigate the origins of computational devices and examine the influential work of pioneers such as Charles Babbage and Ada Lovelace in laying the groundwork for computer science. Develop an understanding of how these early innovations set the stage for contemporary technology and appreciate the historical context surrounding the evolution of computing. Focus on gaining insight into key developments and their significance in shaping the field.

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