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Title: GitHub - codin-eric/Data-Engineering-Roadmap: Roadmap for Data Engineering

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Description: Roadmap for Data Engineering. Contribute to codin-eric/Data-Engineering-Roadmap development by creating an account on GitHub.

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DPhi-Data Science Courseshttps://dphi.tech/
Data Science Methodologyhttps://cognitiveclass.ai/courses/data-science-methodology-2
Data Science Cheat Sheetshttps://www.kaggle.com/timoboz/data-science-cheat-sheets
Data Science Roadmaphttps://www.scaler.com/blog/data-science-roadmap/
IBM Data Science Courserahttps://www.coursera.org/professional-certificates/ibm-data-science
Introduction to Data Science with Rhttps://www.youtube.com/watch?v=32o0DnuRjfg&list=PLTJTBoU5HOCRrTs3cJK-PbHM39cwCU0PF&index=1
Machine Learning Algorithms from Scratchhttps://github.com/python-engineer/MLfromscratch
Python for Data Science: Fundamentalshttps://www.dataquest.io/course/python-for-data-science-fundamentals
Python for Data Science: Intermediatehttps://www.dataquest.io/course/python-for-data-science-intermediate/
https://patch-diff.githubusercontent.com/codin-eric/Data-Engineering-Roadmap#machine-learning-resources
Google's Machine Learning Crash Coursehttps://developers.google.com/machine-learning/crash-course/
Andrew Ng's Machine Learning Coursera Coursehttps://www.coursera.org/learn/machine-learning
Intro to Machine Learninghttps://www.kaggle.com/learn/intro-to-machine-learning
Intermediate Machine Learninghttps://www.kaggle.com/learn/intermediate-machine-learning
Understanding Machine Learning: From Theory to Algorithmshttps://www.cs.huji.ac.il/~shais/UnderstandingMachineLearning/copy.html
Probability and Statisticshttps://ocw.mit.edu/courses/mathematics/18-05-introduction-to-probability-and-statistics-spring-2014/index.htm
freecodecamp's courses for machine learninghttps://www.freecodecamp.org/learn/
A quick review of the linear algebra concepts relevant to machine learning.http://www.deeplearningbook.org/contents/linear_algebra.html
Calculushttp://cs231n.stanford.edu/handouts/derivatives.pdf
Statistical concepts for machine learninghttp://www-bcf.usc.edu/~gareth/ISL/
AWS Machine Learning Toolshttps://www-freecodecamp-org.cdn.ampproject.org/c/s/www.freecodecamp.org/news/aws-machine-learning-tools-the-complete-guide/amp/
Introductory Primerhttps://www.toptal.com/machine-learning/machine-learning-theory-an-introductory-primer
Machine Learning Roadmaphttps://whimsical.com/machine-learning-roadmap-2020-CA7f3ykvXpnJ9Az32vYXva
Machine Learning Roadmap: A Step by Step Guidehttps://www.scaler.com/blog/machine-learning-roadmap/
TinyML Coursehttps://www.edx.org/professional-certificate/harvardx-tiny-machine-learning
Machine Learning Introduction with Pythonhttps://www.dataquest.io/path/machine-learning-intro-with-python/
Machine Learning Guide Podcasthttps://ocdevel.com/mlg
https://patch-diff.githubusercontent.com/codin-eric/Data-Engineering-Roadmap#deep-learning-resources
Andrew Ng's Deep Learning Specializations Coursehttps://www.coursera.org/specializations/deep-learning
Convolutional networks CS231nhttps://cs231n.github.io/convolutional-networks/
Deep Learning Fundamentalshttps://www.dataquest.io/course/deep-learning-fundamentals/
Deep learning cheat sheethttps://stanford.edu/~shervine/teaching/cs-229/cheatsheet-deep-learning
Natural Language Processing CS224nhttp://web.stanford.edu/class/cs224n/
IBM Deep Learning Course with certificationhttps://cognitiveclass.ai/courses/introduction-deep-learning
https://patch-diff.githubusercontent.com/codin-eric/Data-Engineering-Roadmap#mlops-tools
Tensorflow Extendedhttps://www.tensorflow.org/tfx
Kubeflowhttps://www.kubeflow.org/
Amazon Sagamakerhttps://aws.amazon.com/sagemaker/
MLflowhttps://mlflow.org/
https://patch-diff.githubusercontent.com/codin-eric/Data-Engineering-Roadmap#cloud
AWShttps://aws.amazon.com/
Google Cloudhttps://cloud.google.com/
Azurehttps://azure.microsoft.com/en-us/
https://patch-diff.githubusercontent.com/codin-eric/Data-Engineering-Roadmap#wrap-up
Python Developer Roadmaphttps://github.com/ErdemOzgen/Python-developer-roadmap
https://patch-diff.githubusercontent.com/codin-eric/Data-Engineering-Roadmap#contribution
Draw.iohttps://www.draw.io/
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