/Data-Science-1

Primary LanguageJupyter Notebook

Data_Science_Module_wqu

The curriculum of the data science module by WorldQuant University.

Unit - 1, Scientific Computing in Python

Video Links:

WQU DS Module Introductory Video https://youtu.be/QUQSY7pmuSQ
1.1.1 Basic Programming & Variables https://youtu.be/3phV29yvWO8
1.1.2 Functions https://youtu.be/SytwpgZ5k6U
1.1.3 Logic & Conditional Expressions https://youtu.be/CyjsNEFjLVk
1.1.4 Iteration https://youtu.be/MIjqvWgfdq8
1.2.1 Data Structures (list) https://youtu.be/GGhWL_r_CSE
1.2.2 Data Structures (tuple) https://youtu.be/jDuGDuzGkyE
1.2.3 Data Structures (set) https://youtu.be/b4odPCnUcwA
1.2.4 Data Structures (dict) https://youtu.be/Acv69ca9Bu8
1.2.5 Data Structures (collections module) https://youtu.be/cS2xi4Ut0lY
Office Hour 1 https://www.youtube.com/watch?v=pEcBhR-YQF0
Office Hour 2 https://www.youtube.com/watch?v=qV5L_sIe-EU
Office Hour 3 https://www.youtube.com/watch?v=X9yJ1p7412Q
Office Hour 4 https://www.youtube.com/watch?v=Sf9lW8Pc1lA
2.1.1 Algorithms and Complexity Analysis https://youtu.be/PL15zDN5cCA
2.1.2 Computational/Time Complexity https://youtu.be/X9O5vGqMl1s
2.1.3 Recursion & Memoization https://youtu.be/8yaoYqokmPk
2.1.4 Memory Complexity & Data Structures https://youtu.be/RuPUm5nbNQY
2.2.1 What is an Object? https://youtu.be/21Ia8yZtQqU
2.2.2 Introduction to Classes https://youtu.be/wxNT_vPQihE
2.2.3 Defining Useful Classes https://youtu.be/Zi4DqsSXHUE
2.2.4 Object-Oriented Programming & Inheritance https://youtu.be/UxR8ZPTMkuc
2.3.1 VC Miniproject Intro & Hackerrank Coding Challenges https://youtu.be/k80mHM-VqBQ
Office Hour 5 https://www.youtube.com/watch?v=xwKQdo5rg1o
Office Hour 6 https://www.youtube.com/watch?v=rorgobIEsSY
Office Hour 7 https://www.youtube.com/watch?v=CCe1EUc7yck
Office Hour 8 https://www.youtube.com/watch?v=9pzfOEoX1vE
3.1.1 Pythonic Programming https://youtu.be/20WhvoAQVIc
3.1.2 Python Modules & Imports https://youtu.be/9xdmBjurb7c
3.1.3 Exceptions & Debugging https://youtu.be/dvU2UY6QM5I
3.2.1 Basic Python IO https://youtu.be/TCJktfMOaPw
3.2.2 File System Operations in Python https://youtu.be/_9BHLex7FC8
3.2.3 CSV Files https://youtu.be/kZiE5nZPH5E
3.2.4 JSON Files https://youtu.be/fI0nOob4fuA
3.2.5 Compression & GZip Files https://youtu.be/Z3MQ8_zpczI
3.2.6 Serialization & Pickle Files https://youtu.be/uPwk_TbHGdY
3.3.1 PW Miniproject Intro https://youtu.be/sCB8g4D-0DA