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Title: GitHub - patrickloeber/ml-study-plan: The Ultimate FREE Machine Learning Study Plan · GitHub

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Description: The Ultimate FREE Machine Learning Study Plan. Contribute to patrickloeber/ml-study-plan development by creating an account on GitHub.

Open Graph Description: The Ultimate FREE Machine Learning Study Plan. Contribute to patrickloeber/ml-study-plan development by creating an account on GitHub.

X Description: The Ultimate FREE Machine Learning Study Plan. Contribute to patrickloeber/ml-study-plan development by creating an account on GitHub.

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READMEhttps://github.com/python-engineer/ml-study-plan
https://github.com/python-engineer/ml-study-plan#the-ultimate-free-machine-learning-study-plan
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https://github.com/python-engineer/ml-study-plan#how-to-use-the-plan
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Khan Academy - Multivariable Calculushttps://www.khanacademy.org/math/multivariable-calculus
Khan Academy - Differential Equationshttps://www.khanacademy.org/math/differential-equations
Khan Academy - Linear Algebrahttps://www.khanacademy.org/math/linear-algebra
3Blue1Brown - Essence of Linear Algebrahttps://www.3blue1brown.com/essence-of-linear-algebra-page/
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Python Full Course 4 Hours - FreeCodeCamp on YouTubehttps://www.youtube.com/watch?v=rfscVS0vtbw
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Pandas Tutorial - Playlist on Youtube (Corey Schafer)https://www.youtube.com/watch?v=ZyhVh-qRZPA&list=PL-osiE80TeTsWmV9i9c58mdDCSskIFdDS
https://github.com/python-engineer/ml-study-plan#1-basics-machine-learning
Coursera Free Course by Andrew Nghttps://www.coursera.org/learn/machine-learning
Machine Learning Stanford Full Course on YouTubehttps://www.youtube.com/watch?v=PPLop4L2eGk&list=PLLssT5z_DsK-h9vYZkQkYNWcItqhlRJLN
Udacity - Introduction to Machine Learninghttps://www.udacity.com/course/intro-to-machine-learning--ud120
Machine Learning From Scratch - Playlist on YouTube (Python Engineer)https://www.youtube.com/watch?v=ngLyX54e1LU&list=PLqnslRFeH2Upcrywf-u2etjdxxkL8nl7E
Hands-on Machine Learning with Scikit-Learn, Keras, and TensorFlow - Aurélien Géronhttps://www.amazon.com/Hands-Machine-Learning-Scikit-Learn-TensorFlow/dp/1492032646/ref=sr_1_1?crid=1J69S9GKU93E4&keywords=hands+on+machine+learning+with+scikit-learn+and+tensorflow+2&qid=1584648367&sprefix=hands+o%2Caps%2C256&sr=8-1
Python Machine Learning - Sebastian Raschkahttps://www.amazon.com/Python-Machine-Learning-scikit-learn-TensorFlow/dp/1789955750/ref=sr_1_1?crid=L7PEHL95RXH4&keywords=python+machine+learning&qid=1584648438&sprefix=python+ma%2Caps%2C230&sr=8-1
Introduction to Machine Learning with Python - Andreas Müllerhttps://www.amazon.com/Introduction-Machine-Learning-Python-Scientists/dp/1449369413/ref=sr_1_1?crid=WAQPG9CEM3W&keywords=introduction+to+machine+learning+with+python&qid=1584648523&sprefix=introduc%2Caps%2C238&sr=8-1
https://github.com/python-engineer/ml-study-plan#2-deep-learning
Stanford Lecture - Convolutional Neural Networks for Visual Recognitionhttps://www.youtube.com/watch?v=vT1JzLTH4G4&list=PL3FW7Lu3i5JvHM8ljYj-zLfQRF3EO8sYv
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Practical Deep Learning for Coders Part 1https://www.fast.ai/
Part 2https://course.fast.ai/part2
Stanford Lecture - Natural Language Processing with Deep Learninghttps://www.youtube.com/watch?v=8rXD5-xhemo&list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z
Stanford Lecture- Reinforcement Learninghttps://www.youtube.com/watch?v=FgzM3zpZ55o&list=PLoROMvodv4rOSOPzutgyCTapiGlY2Nd8u
https://github.com/python-engineer/ml-study-plan#3-competitions-and-own-projects
Kagglehttps://www.kaggle.com/
8 Fun Machine Learning Projects For Beginnershttps://elitedatascience.com/machine-learning-projects-for-beginners
https://github.com/python-engineer/ml-study-plan#4-prep-for-interviews
https://github.com/alexeygrigorev/data-science-interviewshttps://github.com/alexeygrigorev/data-science-interviews
https://github.com/python-engineer/ml-study-plan#next-level
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The cold start problem: how to break into machine learninghttps://towardsdatascience.com/the-cold-start-problem-how-to-break-into-machine-learning-732ee9fedf1d
How to Start Learning Machine Learning?https://www.geeksforgeeks.org/how-to-start-learning-machine-learning/
How to get started in machine learning - best books and sites for machine learninghttps://www.youtube.com/watch?v=itzmu0l93wM
How you can get a world-class machine learning education for freehttps://elitedatascience.com/learn-machine-learning#step-0
Get started with AI and machine learning in 3 monthshttps://medium.com/@gordicaleksa/get-started-with-ai-and-machine-learning-in-3-months-5236d5e0f230
https://towardsdatascience.com/beginners-guide-to-machine-learning-with-python-b9ff35bc9c51https://towardsdatascience.com/beginners-guide-to-machine-learning-with-python-b9ff35bc9c51
One year of deep learninghttps://www.fast.ai/2019/01/02/one-year-of-deep-learning/
Getting Started with Applied Machine Learninghttps://machinelearningmastery.com/start-here/#getstarted
https://github.com/ZuzooVn/machine-learning-for-software-engineershttps://github.com/ZuzooVn/machine-learning-for-software-engineers
https://github.com/Avik-Jain/100-Days-Of-ML-Codehttps://github.com/Avik-Jain/100-Days-Of-ML-Code
https://github.com/yanshengjia/ml-roadhttps://github.com/yanshengjia/ml-road
https://github.com/python-engineer/ml-study-plan#further-resources-added-by-the-community
Book: Automate The Boring Stuff with Pythonhttps://automatetheboringstuff.com/
Book: Python Crash Course by Erric Mattheshttps://ehmatthes.github.io/pcc_2e/regular_index/
Book: Learning Python by Mark Lutzhttps://www.oreilly.com/library/view/learning-python-5th/9781449355722/
Basics of Neural Networks, how they learn and some of the involved Mathematics(3Blue1Brown series)https://www.youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi
Article on Beginner Level Datasetshttps://medium.com/machine-learning-india/getting-started-in-data-science-beginner-level-datasets-376ffe60c6fe
Article on Life Cycle of a Data Science Projecthttps://medium.com/machine-learning-india/the-life-cycle-of-a-data-science-project-d614d8d233b7
Book: Grokking Algorithms: An Illustrated Guide for Programmers and Other Curious Peoplehttps://www.manning.com/books/grokking-algorithms
Book: Mathematics for Machine Learninghttps://mml-book.github.io/
Book: An Introduction to Statistical Learninghttps://www.statlearning.com/
Essentials of Statistics by Monica Wahihttps://www.youtube.com/watch?v=8mxrwJcB2eI&list=PL64SCLAD3d1FlVowhKnYrY7JGuVd24HWm&ab_channel=MonikaWahi
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