https://github.com/moaminsharifi/my-ai-resource
Hello My friend , In This repository I Store My AI and Machine Learning + Deep Learning Resources. In here I list paid and free course and books.
https://github.com/moaminsharifi/my-ai-resource
deep-learning machine-learning udacity
Last synced: 10 days ago
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Hello My friend , In This repository I Store My AI and Machine Learning + Deep Learning Resources. In here I list paid and free course and books.
- Host: GitHub
- URL: https://github.com/moaminsharifi/my-ai-resource
- Owner: moaminsharifi
- Created: 2019-05-04T16:16:35.000Z (over 6 years ago)
- Default Branch: master
- Last Pushed: 2020-09-24T14:27:11.000Z (about 5 years ago)
- Last Synced: 2025-04-08T15:05:40.690Z (6 months ago)
- Topics: deep-learning, machine-learning, udacity
- Homepage:
- Size: 4.86 MB
- Stars: 31
- Watchers: 5
- Forks: 4
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# MY AI RESOURCES
Hello My friend , In This repository I Store My AI and Machine Learning + Deep Learning Resources. In here I list paid and free course and books.**help me with star the project**
## I Hope Enjoy Them
---
# table of content:
- [Math ( mostly linear algebra )](#math)
- [Video Courses](#math---course)
- [Books](#math---books)
- [AI - Artificial Intelligence](#ai---artificial-intelligence-basics-)
- [Video Courses](#ai---course)
- [Books](#ai---books)
- [ML - Machine Learning](#machine-learning)
- [Video Courses](#ml---course)
- [Books](#ml---books)
- [DL - Deep Learning](#deep-learning)
- [Video Courses](#dl---course)
- [Books](#dl---books)
- [Youtube Channels](#dl---youtube-channels)
- **Extra**
- Data Science
- [Programing](#programing)
- [Python](#python-resource)
---
## Math
### Math - Course
- [khanacademy](https://khanacademy.org/) and [persian khanacademy](https://fa.khanacademy.org/)
- [Learn Algebra - Youtube PlayList](https://www.youtube.com/watch?v=B_WCI_A944E&list=PLGLfVvz_LVvQ_hHKxblsjZhfT9Pc4X8CO)
- [Essence of linear algebra - Youtube PlayList](https://www.youtube.com/watch?v=fNk_zzaMoSs&list=PLZHQObOWTQDPD3MizzM2xVFitgF8hE_ab)
### Math - Books
---
## AI - Artificial Intelligence Basics :
### AI - Course
How About Learn AI From Bests? in Udacity You Can **Learn Free** (FREE!) AI:
Instructors:
[# Intro to Artificial Intelligence](https://eu.udacity.com/course/intro-to-artificial-intelligence--cs271?utm_medium=referral&utm_campaign=api)
### AI - Books
- Artificial Intelligence: A Modern Approach by **Peter Norvig**
#### Peter Norvig
Writer of Classic AI Book ([Artificial Intelligence: A Modern Approach](http://aima.cs.berkeley.edu/))
#### Sebastian Thrun
Co Founder Of Udacity (And Who Work a lot in AI Filed)
Then, How To learn Classic Without Book?
([Artificial Intelligence: A Modern Approach](http://aima.cs.berkeley.edu/)) is a Good One.
---
## Machine Learning
### ML - Course
there is very course and paper about Machine Learning
#### Frees:
- [google edu](https://ai.google/education/)
- [google ML Crash course](https://developers.google.com/machine-learning/crash-course/ml-intro)
- [Udacity - Machine Learning](https://eu.udacity.com/course/machine-learning--ud262)
- [Udacity - Machine Learning Unsupervised Learning](https://eu.udacity.com/course/machine-learning-unsupervised-learning--ud741)
#### Paid:
- [Udemy - Machine Learning A-Z™: Hands-On Python & R In Data Science](https://www.udemy.com/machinelearning/)
- [Udemy - Machine Learning and AI: Support Vector Machines in Python](https://www.udemy.com/course/support-vector-machines-in-python/) one of the Good course about SVM and Linear Models *for more information about SVM Read [Hands-On Machine Learning Book](#ml---books)*
for [**Youtube Chanels**](#dl---youtube-channels) see in Deep Learning part
### ML - Books
My First Real Book is Learning From Data
- [Learning From Data](http://amlbook.com/)
- [Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow, 2nd Edition - First Part](https://www.oreilly.com/library/view/hands-on-machine-learning/9781492032632/)
---
## Deep Learning
My Favorite Area in AI is Deep Learning, I Start With Algorithms paper Like [ANT Colony](https://scholar.google.com/scholar?q=ant%20colony%20optimization%20deep%20learning) And When Learn More In ML Learn Deep Learning. At First I Use Persian Resources Then Switch To English Resource After Testing A lot Resources There Is My Favorite Resource To Learn Deep Learning.
### DL - Course
#### Udacity:
**FREE COURSES**
- [ Deep Learning by Google in Udacity](https://eu.udacity.com/course/deep-learning--ud730)
- Then Let's Learn TensorFlow [Tensorflow free course](https://eu.udacity.com/course/intro-to-tensorflow-for-deep-learning--ud187)
- [Dive into Deep Learning Course](https://courses.d2l.ai/berkeley-stat-157/index.html)
- [Adrew Ng](www.deeplearning.ai) is Awesome Teacher, Who Teach in Simple Way. *To Start Just Go To www.deeplearning.ai and Enroll FREE*
##### DL - Youtube Channels:
- [Data School](https://www.youtube.com/channel/UCnVzApLJE2ljPZSeQylSEyg)
- [Jeff Heaton](https://www.youtube.com/channel/UCR1-GEpyOPzT2AO4D_eifdw) is great person and teach every well in diifrent topic
- [deeplizard](https://www.youtube.com/channel/UC4UJ26WkceqONNF5S26OiVw)
- [Andreas Maier](https://www.youtube.com/channel/UCoiMqX5FHfk_KDow7xSe7pg)
- [Luis Serrano](https://www.youtube.com/channel/UCgBncpylJ1kiVaPyP-PZauQ) one of great diifrent topic Channel
- [Derek Banas ](https://www.youtube.com/channel/UCwRXb5dUK4cvsHbx-rGzSgw)
- [Aidinism - Persian](https://www.youtube.com/channel/UCng61h_6CH2FHu9VSsSP1Uw) Aidinism is one of my favorite Channel in persian languages
- **[sentdex](https://www.youtube.com/channel/UCfzlCWGWYyIQ0aLC5w48gBQ) is Well-Known person in teaching **
*[Siraj Raval](https://www.youtube.com/channel/UCWN3xxRkmTPmbKwht9FuE5A)* in the past I said "siraj is good and fun Instructor" but after all time I think 50 50 on it but still in the list.
### DL - Books
- [Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow, 2nd Edition - Second Part](https://www.oreilly.com/library/view/hands-on-machine-learning/9781492032632/)
- [Dive into Deep Learning](https://d2l.ai/)
---
### Extra Part
## Programing:
### Basic:
- [Udacity - Intro to Data Structures and Algorithms in Python](https://www.udacity.com/course/data-structures-and-algorithms-in-python--ud513)
### git:
- [Udacity - Version Control with Git](https://www.udacity.com/course/version-control-with-git--ud123)
- [ProGit Book](https://git-scm.com/book/en/v2)
### python resource:
- [pythontips Book](https://book.pythontips.com/)
- [Udacity - Software Testing in Python](https://www.udacity.com/course/software-testing--cs258)
- [Udacity - Software Debugging in Python](https://www.udacity.com/course/software-debugging--cs259)