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ML & AI resources
168 subscribers
ML & AI resources
Forwarded from برنامه نویسی پایتون و هوش مصنوعی
🎯 کانال های خوب برای یادگیری ماشین در یوتیوب
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💡 تاکید بکنم که این نظر شخصی است. طبیعتا هرکسی نظری داره. من اینا رو دوست دارم. ولی لزوما به همینا محدود نیست.
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1️⃣ Jeff Heaton
2️⃣ Sentdex
3️⃣ Data School
4️⃣ Tech With Tim
5️⃣ StatQuest with Josh Starmer
6️⃣ CodeBasics
‌
توضیح بیشتر هر کدوم رو در خود پست ببینید (قشنگ گفتیم چه چیزی‌شون خوبه و چه چیزی‌شون بده! پس حتماً خود پست رو نگاه کنید). ‌
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اگر اولین باره داری یه مطلب از کانال ما میبینی، حتماً فالو کن. مطالب خوبی میذاریم. میگی نه؟ برو بقیه مطالب پیجمون رو ببین تا باور کنی:
@Koolac_Org
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60 views
ML & AI resources
برنامه نویسی پایتون و هوش مصنوعی
Photo
حداقل نظر شخصی رو بدونیم از کی هس:)
60 viewsسید متین توکلی افشاری, 
ML & AI resources
عالی👌
فردا منم سعی میکنم چند مورد بهش اضافه کنم
62 viewsسید متین توکلی افشاری, 
ML & AI resources
https://machinelearningmastery.com/rectified-linear-activation-function-for-deep-learning-neural-networks/
46 viewsAmir 01, 
ML & AI resources
https://www.quora.com/What-are-the-disadvantages-of-using-the-ReLu-when-using-Neural-Networks
Quora
What are the disadvantages of using the ReLu when using Neural Networks? - Quora
ReLU is active during back-propagation only when the units are positive and zero otherwise. This leads to two problems: 1) Dead Neurons [1] : If the units are not activated initially, then they are always in the off-state as zero gradients flow th...
44 viewsAmir 01, 
ML & AI resources
https://prateekvishnu.medium.com/activation-functions-in-neural-networks-bf5c542d5fec
Medium
Activation Functions in Neural Networks- What are they?, How they work? and Where to use them?
Activation functions are really important for an Artificial Neural Network to learn and make sense of something really complicated and…
43 viewsAmir 01, 
ML & AI resources
https://stats.stackexchange.com/a/380928
Cross Validated
Does ReLU layer work well for a shallow network?
I am currently working on training a 5-layer neural network, and I got some problems with tanh layer and would like to try ReLU layer. But I found that it becomes even worse for ReLU layer. I am
48 viewsAmir 01, 
ML & AI resources
ML & AI resources
https://stats.stackexchange.com/a/380928
بهترین جواب برا سوالی که از دیشب ذهنمو درگیر کرده بود😂😂😂
"So in summary, things are not as simple as swapping sigmoid/tanh with ReLU. As soon as you add ReLU, you need above changes to compensate for other effects."
50 viewsAmir 01, 
ML & AI resources
Forwarded from DLeX: AI Python (Farzad)
Many Data Science aspirants struggle to find good projects to get a start in Data science or #MachineLearning.

Here is the list of few #DataScience projects (found on kaggle), it covers Basics of Python, Advanced Statistics, #SupervisedLearning (Regression and Classification problems)

1. Basic #python and #statistics

Pima Indians : https://www.kaggle.com/uciml/pima-indians-diabetes-database

Cardio Goodness fit : https://www.kaggle.com/saurav9786/cardiogoodfitness

Automobile : https://www.kaggle.com/toramky/automobile-dataset

2. Advanced Statistics

Game of Thrones:
https://www.kaggle.com/mylesoneill/game-of-thrones

World University Ranking:
https://www.kaggle.com/mylesoneill/world-university-rankings

IMDB Movie Dataset: https://www.kaggle.com/carolzhangdc/imdb-5000-movie-dataset

3. Supervised Learning

a) Regression Problems

How much did it rain : https://www.kaggle.com/c/how-much-did-it-rain-ii/overview

Inventory Demand: https://www.kaggle.com/c/grupo-bimbo-inventory-demand

Property Inspection predictiion:
https://www.kaggle.com/c/liberty-mutual-group-property-inspection-prediction

Restaurant Revenue prediction:
https://www.kaggle.com/c/restaurant-revenue-prediction/data

IMDB Box office Prediction:
https://www.kaggle.com/c/tmdb-box-office-prediction/overview

b) Classification problems

Employee Access challenge :
https://www.kaggle.com/c/amazon-employee-access-challenge/overview

Titanic :
https://www.kaggle.com/c/titanic
San Francisco crime:
https://www.kaggle.com/c/sf-crime

Customer satisfcation:
https://www.kaggle.com/c/santander-customer-satisfaction
Trip type classification:

https://www.kaggle.com/c/walmart-recruiting-trip-type-classification

Categorize cusine:
https://www.kaggle.com/c/whats-cooking

#پروژه #منابع #الگوریتمها #یادگیری_ماشین #هوش_مصنوعی #علم_داده #پایتون

❇️ @AI_Python
37 viewsAmir 01, 
ML & AI resources
A Gentle Introduction to Dropout for Regularizing Deep Neural Networks
https://machinelearningmastery.com/dropout-for-regularizing-deep-neural-networks/
50 viewsAmir 01, 
ML & AI resources
https://machinelearningmastery.com/weight-initialization-for-deep-learning-neural-networks/
49 viewsAmir 01, 
ML & AI resources
https://www.quora.com/What-is-an-intuitive-explanation-of-the-Xavier-Initialization-for-Deep-Neural-Networks
Quora
What is an intuitive explanation of the Xavier Initialization for Deep Neural Networks?
Answer: The motivation for Xavier initialization in Neural Networks is to initialize the weights of the network so that the neuron activation functions are not starting out in saturated or dead regions. In other words, we want to initialize the weights with…
52 viewsAmir 01, 
ML & AI resources
Forwarded from DLeX: AI Python (Farzad)
ریپازیتوری جامعی از منابع های هوش مصنوعی

1. #MachineLeaning and #DeepLearning (50 books)

2. #Python Books

3. Math Books for Machine Learning (19 books)

4. #NLP Books(11 books)

5. #ComputerVision (CV) #Book

6. #ReinforcementLearning Books

7. #SpeechProcessing

8. cheatsheets

https://github.com/loveunk/Deep-learning-books

#منابع #الگوریتمها #هوش_مصنوعی #پردازش_زبان_طبیعی #بینایی_کامپیوتر #کتاب #پردازش_گفتار #پایتون

❇️ @AI_Python
47 viewsسید متین توکلی افشاری, 
ML & AI resources
چند تا پروژه دیپ لرنینگ...

https://projects.datacamp.com/projects/555
https://projects.datacamp.com/projects/509
https://www.kaggle.com/c/cifar-10
Kaggle
CIFAR-10 - Object Recognition in Images
Identify the subject of 60,000 labeled images
52 viewsAli Asad, 
ML & AI resources
و چند تا دیگه...
55 viewsAli Asad, 
ML & AI resources
Deep Learning Course
Spring 2021 New York University
https://youtube.com/playlist?list=PLLHTzKZzVU9e6xUfG10TkTWApKSZCzuBI
YouTube
NYU Deep Learning SP21
Share your videos with friends, family, and the world
70 viewsAli Asad, 
ML & AI resources
Forwarded from هوش مصنوعی |یادگیری ماشین| علم داده
معرفی چند کانال یوتیوب خوب برای یادگیری ماشین و هوش مصنوعی

https://www.youtube.com/user/sentdex/videos

https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg

https://www.youtube.com/channel/UCSHZKyawb77ixDdsGog4iWA

https://www.youtube.com/user/dataschool/videos

https://www.youtube.com/channel/UC5zx8Owijmv-bbhAK6Z9apg/playlists

https://www.youtube.com/c/DeepLearningTV/featured

#هوش_مصنوعی #یادگیری_ماشین
🆔 @Ai_Tv
35 viewsAmir 01, 
ML & AI resources
Forwarded from نوشته‌های ترمینالی
جایگزین‌های colab گوگل
https://blog.paperspace.com/best-google-colab-alternatives/
Paperspace by DigitalOcean Blog
Best Google Colab Alternatives in 2021
Google Colab is a popular choice for GPU-backed Jupyter notebooks. That being said, it's not without its shortcomings.
40 viewsAmir 01,