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Mathematics for Data Science

Master calculus, linear algebra, and probability theory essential for data science

4
Weeks
1
Completed
25%
Progress

Week 1: Mathematics for Data Science โ€” Topics 1โ€“10

Estimated: 8-10 hours

๐Ÿ”ข Natural Numbers & Integers

Definition and properties of โ„• and โ„ค; course convention: โ„• includes 0

Completed
๐Ÿ“– Read Notes โ†’

โž— Rational Numbers

Notation, reduced form, GCD, and the density property of โ„š

Completed
๐Ÿ“– Read Notes โ†’

๐Ÿ“ Real Numbers

Beyond rationals; irrationals, โˆš2 proof, and the complete real line

Completed
๐Ÿ“– Read Notes โ†’

๐Ÿ“š Sets

Set notation, subsets, operations, comprehension, and intervals

Completed
๐Ÿ“– Read Notes โ†’

๐Ÿ”— Relations

Mathematical relations, properties (reflexive, symmetric, transitive)

Completed
๐Ÿ“– Read Notes โ†’

๐Ÿงฎ Functions

Definition, domain/range, injective, surjective, bijective

Completed
๐Ÿ“– Read Notes โ†’

๐Ÿ”ข Prime Numbers

Definition, Sieve of Eratosthenes, factorization, and prime facts

Completed
๐Ÿ“– Read Notes โ†’

๐Ÿ“ Irrational Numbers

Historical context, proofs, and famous irrationals like ฯ€ and e

Completed
๐Ÿ“– Read Notes โ†’

โ™พ๏ธ Degrees of Infinity

Countable vs uncountable infinity and Cantor's diagonal argument

Completed
๐Ÿ“– Read Notes โ†’

๐Ÿง  100-Question Comprehensive Quiz

Mixed sections covering Number Systems, Sets, Relations, Functions, and more

Completed
๐Ÿงช Start Quiz โ†’

Week 2: Coming Soon

Estimated: 8-10 hours

Week 3: Coming Soon

Estimated: 8-10 hours

Week 4: Coming Soon

Estimated: 4-6 hours