10 - Conclusion Flashcards
What quote by Winston Churchill is referenced in the conclusion?
“Now this is not the end. It is not even the beginning of the end. But it is, perhaps, the end of the beginning.”
What is the primary focus of the exploration in the chapter?
What is critical to the data science customer.
What are the key areas covered in the exploration of data science?
- Tools of the trade
- Data workflow
- Data storage methods
- Coding languages
- Data products
Which coding languages are emphasized for data scientists?
- SQL
- Python
- R
What is the significance of project management in data science projects?
Establishing milestones, timelines, roles, responsibilities, and identifying risks.
What is the purpose of exploratory data analysis?
It is often the first step before developing predictive models.
What statistical concepts are introduced in the chapter?
- Effect sizes
- p-values
- Linear regression
What is unsupervised machine learning?
Techniques that group or cluster observations using data without preset rules.
What are some applications of supervised machine learning?
- Predicting sales
- Charge-offs
- Risk assessment
- Product utilization
- Spam detection
What is A/B testing?
A method to assess the impact of a program by comparing two similar groups.
What ethical considerations are discussed in relation to data science?
Analyzing moral problems related to data, algorithms, and their implementation.
How did Kamala feel about her career growth?
Proud of her collaborations and the impact of her work.
What does Kamala want to expand in her team?
Include members from both clinical/business and data science teams.
What training opportunities does Kamala consider for her development?
- Online courses
- Executive education courses
- Corporate leadership training
What shift does Steve consider in his career?
Focusing more on programming and data science rather than project management.
What online platforms does Brett recommend for learning data science?
- Kaggle
- Coursera
- EdX
What does Steve believe he needs to gain more of?
Real-world experience in data science programming.
What question does Brett remind Steve about career direction?
If you don’t know where you are going, then any road will take you there.
What should readers consider about their next steps in data science?
Whether to enhance management skills, delve into technical aspects, or create a unique path.
Fill in the blank: The best practices of project management are critical to ensuring _______.
[project success]
