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learning-data-science's Introduction

Learning Data Science

New repository with coding evolutions

Coding

Using the state of the art packages

To become a great Data Scientist some skills are required:

I . Mathematics especially Statistics and Probability II . Python & R

III . SQL

Then comes

IV. Machine learning

V. Analytics Mindset, Solving business problems.

Here we will try to see all of these aspects.

Data Science & Artificial Intelligence Use Cases:

Data analysis ๐Ÿ“Š Time series ๐Ÿ“ˆ Machine Learning :electron: Natural Language Processing ๐Ÿ“ฐ Computer Vision ๐Ÿ‘๏ธ Web Development: www.sitraka.fr

NEW OBJECTIVE/ become ML OPS

Great Databases:

Google Dataset Search ๐Ÿ‘‰๐Ÿฝ?๐Ÿผhttps://datasetsearch.research.google...โ€‹

Kaggle Datasets ๐Ÿ‘‰๐Ÿฝ?๐Ÿผhttps://www.kaggle.com/data

US Economics ๐Ÿ’ธ https://fred.stlouisfed.org

GIS ๐Ÿงญ https://www.openstreetmap.fr/

All DB: https://dbdb.io/

Open ML

The Seminal Article of Data Science job rush (2012)

Is Data Scientist Still the Sexiest Job of the 21st Century? (2022)

๐Ÿ‡ซ๐Ÿ‡ท French Economics DB

Label Studio

AI Computations Survey Is indeed a cool site!

Best Practices: To have a stable Python env. use Poetry

To define the requirements: use pip freeze > requirements.txt

Follow the Zen of Python here

Usefull website for an overview

Youtubes Videos that will always be worth watch

Machine Learning Roadmap by Daniel Broke

Study Everyday ML_ DB Journey

MIT Optimization

Competitions

HakerRank

http://web.stanford.edu/class/cme193/syllabus.html

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