An important collection of the 15 best machine learning cheat sheets.
1- Supervised Learning

https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/en/cheatsheet-supervised-learning.pdf

2- Unsupervised Learning

https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/en/cheatsheet-unsupervised-learning.pdf

3- Deep Learning

https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/en/cheatsheet-deep-learning.pdf

4- Machine Learning Tips and Tricks

https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/en/cheatsheet-machine-learning-tips-and-tricks.pdf

5- Probabilities and Statistics

https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/en/refresher-probabilities-statistics.pdf

6- Comprehensive Stanford Master Cheat Sheet

https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/en/super-cheatsheet-machine-learning.pdf

7- Linear Algebra and Calculus

https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/en/refresher-algebra-calculus.pdf

8- Data Science Cheat Sheet

https://s3.amazonaws.com/assets.datacamp.com/blog_assets/PythonForDataScience.pdf

9- Keras Cheat Sheet

https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Keras_Cheat_Sheet_Python.pdf

10- Deep Learning with Keras Cheat Sheet

https://github.com/rstudio/cheatsheets/raw/master/keras.pdf

11- Visual Guide to Neural Network Infrastructures

https://www.asimovinstitute.org/wp-content/uploads/2016/09/neuralnetworks.png

12- Skicit-Learn Python Cheat Sheet

https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Scikit_Learn_Cheat_Sheet_Python.pdf

13- Scikit-learn Cheat Sheet: Choosing the Right Estimator

https://scikit-learn.org/stable/tutorial/machine_learning_map/

14- Tensorflow Cheat Sheet

https://github.com/kailashahirwar/cheatsheets-ai/blob/master/PDFs/Tensorflow.pdf

15- Machine Learning Test Cheat Sheet

https://www.cheatography.com/lulu-0012/cheat-sheets/test-ml/pdf/

#Github #ML #MachineLearning #Machine_Learning
#CheatSheets #Cheat_Sheets #CheatSheet #Cheat_Sheet #Cheat #Sheet #Sheets

کانال آموزش کامپیوتر
@Engineer_Computer

لیست درسهای مقدماتی و پیشرفته یادگیری ماشین که از ‌ یوتیوب به صورت کاملاً رایگان قابل دسترس هستند
- Andrew Ng CS229 ML: https://lnkd.in/gkDEyuCS
- MIT: Deep Learning for Art: https://lnkd.in/grusgt3Z
- Stanford CS230: Deep Learning: https://lnkd.in/ggXNEX7K
- Practical Deep Learning for Coders: https://lnkd.in/giHMNrHG, https://lnkd.in/gDtRtHmG
- Stanford CS224W: Machine Learning with Graphs: https://lnkd.in/grZC_j4N
- Probabilistic Machine Learning: https://lnkd.in/gjSpNDCD
- MIT 6.S191: Introduction to Deep Learning: https://lnkd.in/gWtSdkSH
- UC Berkeley CS 182: Deep Learning: https://lnkd.in/gzHS6m8G
- UC Berkeley Deep Unsupervised Learning: https://lnkd.in/gPdPbKku
- Yann Lecun's NYU Deep Learning SP21L: https://lnkd.in/gdyzmf8b
- Stanford CS25 - Transformers United: https://lnkd.in/gaZVn3wY
- Hugging Face NLP Course: https://lnkd.in/gigfE2Yj
- Stanford CS224N: Natural Language Processing with Deep Learning: https://lnkd.in/g4fg4_wX
- CMU Neural Nets for NLP: https://lnkd.in/gVpUwtXE
- Stanford CS224U: Natural Language Understanding: https://lnkd.in/gMeGkkzV
- CMU Advanced NLP: https://lnkd.in/gAtrsGqY
- CMU Multilingual NLP: https://lnkd.in/ghbcWftV
- Stanford CS231N: Convolutional Neural Networks for Visual Recognition: https://lnkd.in/g3DeCWEc
- Michigan Deep Learning for Computer Vision: https://lnkd.in/gbdgGgJQ
- AMMI Geometric Deep Learning Course: https://lnkd.in/gYH6Vuum
- UC Berkeley CS 285 Deep Reinforcement Learning: https://lnkd.in/gH-HYdqz
- Intro to Deep Learning and Generative Models: https://lnkd.in/gxuTtkSk
- Stanford CS330: Deep Multi-Task and Meta Learning: https://lnkd.in/gasntdBh

Source: https://lnkd.in/gys5Rk5k

#ML #YouTube #Courses #open_Education #openEducation
#Machine_Learning #MachineLearning

کانال آموزش کامپیوتر
@Engineer_Computer

2022 Lecture Notes for Machine Learning Theory CS229M/STATS214
Instructor: Tengyu Ma
June 26, 2022

https://www.researchgate.net/profile/Milad-Vazan/
miladvazan.ir
[email protected]
#Vazan #Milad_Vazan #MiladVazan
#Lecture #ML #Machine_Learning #MachineLearning #Notes



کانال آموزش کامپیوتر
@Engineer_Computer

2020 A Theory of Universal Learning

#Learning #UniversalLearning #Universal_Learning
#Theory #ML #Machine_Learning #MachineLearning

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کانال آموزش کامپیوتر
@Engineer_Computer

2008 Feature Engineering for Machine Learning
Principles and Techniques for Data Scientists
Alice Zheng and Amanda Casari
Published by O’Reilly Media

#FeatureEngineering #MachineLearning #Feature_Engineering #Machine_Learning #ML #OReilly

کانال آموزش کامپیوتر
@Engineer_Computer

2019 Genetic Algorithms and Machine Learning for Programmers Create AI Models and Evolve Solutions
Frances Buontempo
ISBN-13: 978-1-68050-620-4

If you’re a beginner to intermediate programmer keen to understand machine
learning, this book is for you. Inside its pages, you’ll create genetic algorithms,
nature-inspired swarms, Monte Carlo simulations, cellular automata, and
clusters. You’ll also learn how to test your code as you dive into even more
advanced topics.

#Genetic #GeneticAlgorithms #Genetic_Algorithms
#MachineLearning #ML #Machine_Learning
#Programmers #AI #Models #Solutions

کانال آموزش کامپیوتر
@Engineer_Computer

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این کتابخانه از سه بخش زیر تشکیل شده :
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#MachineLearning #ML #DataMining #DataSet #Data #DataAnalysis
#Machine_Learning #Data_Mining #Data_Set #Data_Analysis #AI #DataRep
کانال آموزش کامپیوتر
@Engineer_Computer

🔅 وب سایت Machine Learning Mastery برای آموزش یادگیری ماشین و مفاهیم علوم داده بصورت دسته بندی شده
سطح مقدماتی، متوسط، پیشرفته، پردازش متن، بینایی ماشین و ...

Need Help Getting Started with Applied Machine Learning?
These are the Step-by-Step Guides that You’ve Been Looking For:

🌐 https://machinelearningmastery.com/start-here/

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#MachineLearningMastery #Machine_Learning_Mastery
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کانال آموزش کامپیوتر
@Engineer_Computer