Data Science for Beginners: Data structures, Algorithms and Mathematics (Stats, Calculus & Algebra)

Описание: Detailed explainer on data science for beginners that breaks down data structures and algorithms, while unpacking the mathematical foundations of the field, including statistics, calculus, and algebra. It shows how these elements combine to form an essential part of data science. In this animated introduction, the concepts are explained simply and visually, making them easy to understand.

👉 ⏱️Timestamps:
0:00 - Intro Data structures and algorithms
0:30 - Big - Notation Time vs Space Inferential stats
1:07 - Array Data structure
2:06 - Linked list
2:40 - Trees
3:16 - Hash Tables
3:41 - Tensors
4:44 - Closing Thoughts On data structures
5:37 - Intro to Algorithms
6:38 - Building An algorithm
8:10 - How Algorithms handle complexity
9:46 - Algorithms in Machine learning
12:21 - Closing thoughts on Algorithms
13:10 -8. Intro to Unpacking the Mathematics Foundations of Data Science
14:05 - Data Science Algebra
17:29 - Descriptive Statistics & Inferential Statistics
25:23 - Calculus

🎓 Perfect for students, AI enthusiasts, and anyone curious about how machines understand human language.🌍 Animated learning from Africa to the world — Data Science Animated by Lubula. #statistics #ai #datascience #machinelearning #deeplearning #tech