Data Science - Roadmap by Arif Alam

Source -  https://www.linkedin.com/posts/iamarifalam_datascience-learningresources-dataanalysis-activity-7138875634520412160-bc6-

Learn Data Science In 2024 🚀

Getting Started:

- 🚀 Data Science Intro: DataCamp
- 📦 Anaconda Setup: Anaconda Documentation

Programming:

- 🐍 Python Basics: Real Python
- 📊 R Basics: R-bloggers
- 💻 SQL Fundamentals: SQLZoo
- 🧑‍💻 Java for Data Science: Udemy - Java Programming and Software Engineering Fundamentals

Mathematics:

- 🧮 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:

- 🤖 Introduction to ML: Coursera - Machine Learning by Andrew Ng
- 🧠 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
- 🧮 Mathematics: 3Blue1Brown
- 📚 Data Analyst Insights: AlexTheAnalyst
- 🤖 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

R:
https://lnkd.in/dunNi5cm

Data Analysis:
https://lnkd.in/dMpVYfiW

Data Analyst:
https://lnkd.in/d-EZ3G4G

Linear Algebra:
https://lnkd.in/dAQTt8yw

Calculus:
https://lnkd.in/d-kHj4kZ

Statistics:
https://lnkd.in/dy7jN7j5

Machine Learning:
https://lnkd.in/dwMy5n2R

Deep Learning:
https://lnkd.in/da2gkivq

Deep Learning:
https://lnkd.in/dbTEsSwj

Excel:
https://lnkd.in/dxn8xxeW

Excel Power Query:
https://lnkd.in/dbrtpH4b

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