7. Data Science Is a Way of Thinking
Above all, Grus shows that data science is about mental discipline, not tools. Building things yourself forces you to understand deeply and question assumptions.
16
83 reads
CURATED FROM
IDEAS CURATED BY
Discover how Data Science from Scratch by Joel Grus teaches you to build every core concept — from statistics to machine learning — using pure Python. No shortcuts, just deep understanding. Ideal for those who want to truly master data science fundamentals.
“
Similar ideas to 7. Data Science Is a Way of Thinking
Description is a tool for learning
Describing something with accuracy forces you to understand it and learn more about it.
An accurate description needs the following:
- Observation
- Curiosity about what you are seeing
- Refraining from drawing conclusions based on assumptions.
When science can't answer big questions
Science can put people on the moon and give us things like iPads. Science is the best way to understand the material world, but it can't answer the most important questions in life.
For example, science can't say anything substantive about love, beauty, purpose in ...
Minimizing Motivated Reasoning
As most of us have preexisting mental models, it is hard to change one’s mind and completely eliminate the various cognitive biases.
- Start with an open mind about people who disagree with you.
- Question your own assumptions and beliefs, aiming to understand the big picture an...
Read & Learn
20x Faster
without
deepstash
with
deepstash
with
deepstash
Personalized microlearning
—
100+ Learning Journeys
—
Access to 200,000+ ideas
—
Access to the mobile app
—
Unlimited idea saving
—
—
Unlimited history
—
—
Unlimited listening to ideas
—
—
Downloading & offline access
—
—
Supercharge your mind with one idea per day
Enter your email and spend 1 minute every day to learn something new.
I agree to receive email updates