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➡️ 6 essential skills for a data scientist with resources ⬅️
➡️ 6 essential skills for a data scientist with resources ⬅️
1. SQL
1. SQL
A powerful tool that helps you build a foundation for your data science career.
2. Statistics
2. Statistics
Math and Stats are the building blocks of Machine Learning algorithms.
3. Machine learning
3. Machine learning
You should understand what is Machine learning and how it works.
4. Python programming
4. Python programming
5. Data Visualisation
5. Data Visualisation
6. Data Wrangling and Data Exploration:
6. Data Wrangling and Data Exploration:
➡️Top 5 excellent Github Repositories to Learn Data Science ⬅️
➡️Top 5 excellent Github Repositories to Learn Data Science ⬅️
1) Awesome Data Science: A great Data Science repository to learn and apply towards solving real-world problems.
Link👉 https://lnkd.in/ekFfUbs
2) Data Scientist Roadmap: Tutorial coming with a "data science roadmap" graph.
Link👉 https://lnkd.in/e4sqsyy
3) Data Science Best Resources: Carefully curated resource links for data science in one place.
Link👉 https://lnkd.in/epaFt_R
4) Data Science Cheatsheets: Awesome Collection Data Science Cheatsheets;
Link👉 https://lnkd.in/eVgcCr7
5) Data Science Resources: Open Source Data Science Resources.
Link👉 https://lnkd.in/eXJAf73
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Data Visualization With Python 📊
🔗Github Link - https://lnkd.in/fvCFnGr
📍 Linear Algebra with Python https://lnkd.in/f4aJJ9a
📍 Pandas : https://lnkd.in/fJDgEk8
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Data Science Tutorial Library (Python, R)
Python Data Science Introduction https://lnkd.in/g-NuJTm
Python Data Science Environment Setup https://lnkd.in/gANYu6A
Python Matplotlib https://lnkd.in/gvbzz-e
Data Operations and Data Cleansing https://lnkd.in/gYXCwm8
Processing CSV, JSON, and XLS data https://lnkd.in/g_8rzZF
Python Relational Databases https://lnkd.in/gXJrzQK
Data Wrangling and Aggregation https://lnkd.in/g8-njDg
Box Plot and Scatter Plot with Python https://lnkd.in/g8x_iJE
Bubble Chart and 3D Charts in Python https://lnkd.in/g6wJWGj
Geographical and Graph Data in Python https://lnkd.in/gc59jAR
Python Time Series Evaluation https://lnkd.in/gxf3f4B
Measuring Central Tendency and Variance https://lnkd.in/gexTd9k
Normal, Binomial, Poisson, Bernoulli Distributions https://lnkd.in/gyz2TRb
p-value and Correlation https://lnkd.in/gm8ujYi
Chi-Square Test and Linear Regression https://lnkd.in/g-ARUAm
Heat Maps with Python https://lnkd.in/gZMwx-M
Histograms and Bar Plots with Python https://lnkd.in/g2yF5UR
22 Free Macro Data Sources (with links)
1. OECD iLibrary Statistics https://lnkd.in/gVZwe5fK
2. World Bank Open Data https://lnkd.in/gTMV2drR
3. World Development Indicators https://lnkd.in/gg5X8WsT
4. UNdata https://lnkd.in/g2bjnnGU
5. UNCTADstat https://lnkd.in/gwj64yxJ
6. IMF Data Mapper https://lnkd.in/g7mscxdM
7. IMF World Economic Outlook Database https://lnkd.in/gh-w2rdG
8. BIS Statistics https://lnkd.in/gucR9abU
9. Asian Development Bank https://data.adb.org/
10. EuroStat https://lnkd.in/gvkic-Ph
11. European Central Bank Statistics https://sdw.ecb.europa.eu/
12. InterAmerican Development Bank https://lnkd.in/g9qCZEdf
13. U.S. Federal Reserve https://lnkd.in/gRQbxRvv
14. U.S. Treasury https://home.treasury.gov/
15. U.S. Bureau of Economic Analysis https://lnkd.in/gVwqxCsg
16. FRED https://lnkd.in/g8dKMMN2
17. Conference Board https://lnkd.in/gJEYq55X
18. Data.gov https://data.gov/
19. NationMaster https://lnkd.in/gYnwTswh
20. IndexMundi https://lnkd.in/gWwRYUxP
21. Trading Economics https://lnkd.in/gxw8RKHs
22. Knoema https://knoema.com/atlas
YouTube English Channel
YouTube English Channel
Google Sites
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