Introduction: Full stack data science is a comprehensive approach to data analysis that involves the use of various tools and techniques to collect, process, analyze, and visualize data. In this lesson, we will explore the fundamentals of full stack data science and how it can be applied to solve real-world problems.

Lesson Outline: 1. Introduction to Full Stack Data Science 2. Data Collection and Preprocessing 3. Data Analysis and Visualization 4. Machine Learning and Deep Learning 5. Deployment and Monitoring 6. Case Studies and Examples

Questioning: 1. What is Full Stack Data Science? 2. What are the different stages involved in Full Stack Data Science? 3. What are the tools and techniques used in Full Stack Data Science? 4. How can Full Stack Data Science be applied to solve real-world problems? 5. What are some of the challenges associated with Full Stack Data Science?

Assessment: 1. Multiple Choice Questions 2. Short Answer Questions 3. Case Studies and Examples

Differentiation: 1. Provide additional resources for students who need extra help. 2. Encourage group work and collaboration. 3. Provide opportunities for students to work at their own pace.

Examples: 1. Data Science Full Course - 12 Hours | Learn Data Science from Scratch | Edureka 2. Full Stack Data Science Tutorial - Data Collection and Preprocessing | Edureka 3. Full Stack Data Science Tutorial - Data Analysis and Visualization | Edureka 4. Full Stack Data Science Tutorial - Machine Learning and Deep Learning | Edureka 5. Full Stack Data Science Tutorial - Deployment and Monitoring | Edureka

Plenary: 1. Recap of the lesson 2. Discussion of the case studies and examples 3. Q&A session

Resources: 1. Data Science Full Course - 12 Hours | Learn Data Science from Scratch | Edureka: https://www.youtube.com/watch?v=_9wfxLQoPeA 2. Full Stack Data Science Tutorial - Data Collection and Preprocessing | Edureka: https://www.youtube.com/watch?v=JLJ4Iuwn-Rc 3. Full Stack Data Science Tutorial - Data Analysis and Visualization | Edureka: https://www.youtube.com/watch?v=JLJ4Iuwn-Rc 4. Full Stack Data Science Tutorial - Machine Learning and Deep Learning | Edureka: https://www.youtube.com/watch?v=JLJ4Iuwn-Rc 5. Full Stack Data Science Tutorial - Deployment and Monitoring | Edureka: https://www.youtube.com/watch?v=JLJ4Iuwn-Rc