Roadmap to Become a Data Analyst in 2022 (Valid for 2023)

Here's the Pathway:

Step 1: Duke University Mathematics: https://imp.i384100.net/jWgj3v

Step 2: Stanford Introduction to Statistics: https://imp.i384100.net/P0Zq9X

Step 3 (R): Google Data Analytics: https://imp.i384100.net/e4GxMD

Step 3 (Python): IBM Data Analyst: https://imp.i384100.net/LPGYqj

Step 4: Data Visualization with Tableau: https://imp.i384100.net/DVrMgj

Step 5: Data Science with Databricks: https://imp.i384100.net/rnx1rQ


Roadmap to Become a Data Scientist / Machine Learning Engineer in 2022:    • Complete Roadmap to Become a Data Sci...  

Roadmap to Become a Data Engineer in 2022:    • Full Pathway to Become a Data Enginee...  


Here's my favourite resources:

Best Courses for Analytics:
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IBM Data Science (Python): https://bit.ly/3Rn00ZA
Google Analytics (R): https://bit.ly/3cPikLQ
SQL Basics: https://bit.ly/3Bd9nFu


Best Courses for Programming:
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Data Science in R: https://bit.ly/3RhvfFp
Python for Everybody: https://bit.ly/3ARQ1Ei
Data Structures & Algorithms: https://bit.ly/3CYR6wR


Best Courses for Machine Learning:
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Math Prerequisites: https://bit.ly/3ASUtTi
Machine Learning: https://bit.ly/3d1QATT
Deep Learning: https://bit.ly/3KPfint
ML Ops: https://bit.ly/3AWRrxE


Best Courses for Statistics:
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Introduction to Statistics: https://bit.ly/3QkEgvM
Statistics with Python: https://bit.ly/3BfwejF
Statistics with R: https://bit.ly/3QkicBJ


Best Courses for Big Data:
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Google Cloud Data Engineering: https://bit.ly/3RjHJw6
AWS Data Science: https://bit.ly/3TKnoBS
Big Data Specialization: https://bit.ly/3ANqSut


More Courses:
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Tableau: https://bit.ly/3q966AN
Excel: https://bit.ly/3RBxind

Computer Vision: https://bit.ly/3esxVS5
Natural Language Processing: https://bit.ly/3edXAgW

IBM Dev Ops: https://bit.ly/3RlVKt2
IBM Full Stack Cloud: https://bit.ly/3x0pOm6
Object Oriented Programming (Java): https://bit.ly/3Bfjn0K

TensorFlow Advanced Techniques: https://bit.ly/3BePQV2
TensorFlow Data and Deployment: https://bit.ly/3BbC5Xb
Generative Adversarial Networks / GANs (PyTorch): https://bit.ly/3RHQiRj


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Please note that I may earn a commission for purchases made at the above sites, which come in the form of paid certificates. However, the learning material is entirely free! If you do choose to pay for a certificate through these links; thank you for supporting the channel!