Data Scientist Roadmap

How I would relearn Data Science In 2024 to get a job:

Getting Started: ⬇️

–  Data Science Intro: DataCamp
–  Anaconda Setup: Anaconda Documentation

Programming:

–  Python Basics: Real Python
–  R Basics: R-bloggers
–  SQL Fundamentals: SQLZoo
– 六 Java for Data Science: Udemy – Java Programming and Software Engineering Fundamentals

Mathematics:

– 燐 Math for Data Science: Khan Academy
–  Linear Algebra: MIT OpenCourseWare – Linear Algebra

Statistics:

–  Statistics Basics: Statistics com
–  Practical Statistics: statquest
–  Introduction to Probability: edX – Probability and Statistics
–  Hypothesis Testing: Towards Data Science

Data Analysis:

–  Data Wrangling: Python Pandas
–  Exploratory Data Analysis (EDA): Towards Data Science
–  Data Cleaning Techniques: Towards Data Science
–  Time Series Analysis: Kaggle – Time Series Analysis

Data Visualization:
–  Data Viz with Python: Matplotlib
–  Interactive Data Dashboards: Tableau
–  Data Viz with R: R Graph Gallery

Machine Learning:

– 烙 Introduction to ML: Coursera – Machine Learning by Andrew Ng
– 易 Deep Learning: fast.ai
–  Machine Learning Guides: Machine Learning Mastery

Advanced Topics:

–  Natural Language Processing (NLP): Kaggle – Natural Language Processing
–  Big Data: edX – Big Data Fundamentals
–  Computer Vision: Stanford University – CS231n

YouTube Channels:

–  Data Science Tutorials: Corey Schafer
–  Statistics & ML: statquest
– 燐 Mathematics: 3Blue1Brown
–  Data Analyst Insights: AlexTheAnalyst
– 烙 ML & DL Guides: sentdex

Certifications:

–  Data Science Certification: Coursera – IBM Data Science
–  SQL Certification: Microsoft – Microsoft Certified: Azure Data Fundamentals

Communities:

 Data Science Central: Data Science Central
 Kaggle Community: Kaggle

Career Development:

–  LinkedIn Profile Optimization: LinkedIn Learning
–  Resume Building: The Balance Careers – Resume Examples and Writing Tips.

Here are the best Data Science playlists.

Python:
https://lnkd.in/dCdxM7HD

SQL:
https://lnkd.in/d9iXTZUB

Excel:
https://lnkd.in/dZvWGJUR

PowerBI:
https://lnkd.in/dTawjWC3

Tableau:
https://lnkd.in/dX2wQFb4