یک پست خفن دیگر که خیلیا دنبالش..

رودمپ بسیار کامل علم داده در سه سطح مبتدی متوسط و پیشرفته

🔰 Intermediate 🔰
1. Math for ML: consists of Linear Algebra, Calculus and PCA.
📹 Mathematics for Machine Learning and Data Science - Andrew Ng
video_camera Specialization
📹 Mathematics for Machine Learning - Most of the needed basics

small_blue_diamondLinear Algebra
   video_camera Khan Academy - Linear Algebra
   📹 Mathematics for Machine Learning: Linear Algebra
   video_camera 3Blue1Brown - Essence of Linear Algebra
small_blue_diamondCalculus
   📹 Multivariate Calculus - Coursera
   video_camera Essence of calculus - Youtube
small_blue_diamondPCA
   📹 PCA - Coursera

2. Machine Learning
   video_camera Coursera - Old Course by Andrew Ng (Octave/Matlab)
   video_camera Coursera Andrew`s new ML Specialization (Python)
   video_camera Machine Learning Stanford Full Course on YouTube by Andrew
   video_camera CS480/680 Intro to Machine Learning - Spring 2019 - University of Waterloo
   📹 SYDE 522 – Machine Intelligence (Winter 2018, University of Waterloo)
   video_camera Introduction to Machine Learning Course - Udacity
   📹 Hesham Asem - Arabic content
   📹 IBM ML with Python
   video_camera Machine Learning From Scratch - YouTube (Python Engineer)
   closed_book Hands On ML (1st & 2nd & 3rd) Editions | example code 'Notebooks'
   video_camera ML Algorithms in Practice
   video_camera ML scientist
   video_camera Project

3. Web Scraping/APIs
   video_camera course
   closed_book intro2
   closed_book Tutorial
   closed_book Book for both topics
APIs
   closed_book Tutorial
   closed_book Article
   closed_book Tutorial
4. Stats.
   closed_book This stats - Book
   📕 Think Bayes - Book
5. Advanced SQL
   video_camera More advanced SQL
   video_camera Joining Data in SQL

7. Feature Engineering
   📕 Tutorial
   closed_book Article
   closed_book Book
8. interpet Shapley-based explanations of ML models.
   closed_book SHAP
   closed_book Kaggle ML explainability

After finishing this level apply to 2 or 3 good sized projects.

یک پست خفن دیگر که خیلیا دنبالش..

رودمپ بسیار کامل علم داده در سه سطح مبتدی متوسط و پیشرفته

🔰 Advanced 🔰
1. Deep Learning
   video_camera Deep Learning Fundamentals
   📹 Introduction to Deep Learning - MIT
   video_camera Specialization
   📕 Dive into Deep Learning (En) | (Ar) version arrow_rightPart1 & Part2
   video_camera Deep Learning UC Berkely
   closed_book github of Dive into DL
   video_camera Stanford Lecture - Convolutional Neural Networks for Visual Recognition
   video_camera University of Waterloo - ML / DL

2. Tensorflow
   📹 Specialization
   video_camera Youtube
    fast.ai's Deep Learning Courses

TensorFlow beats PyTorch in visualization capabilities and deploying trained models. Go for PyTorch if you want flexibility, debugging capabilities, and short training duration.
3. PyTorch
   video_camera PyTorch (UC Berkeley - Youtube) - Lec3 (The 5 parts)
   video_camera PyTorch - Dr. Data Science - Youtube
   video_camera Pytorch Tutorial - Aladdin - Youtube
   📹 PyTorch Course (2022) - Youtube
   closed_book Deep Learning With Pytorch
   closed_book Machine Learning with PyTorch and Scikit-Learn -2022

4. Advanced Data Science
   video_camera Advanced Data Science with IBM Specialization

5. NLP
   video_camera Specialization
   video_camera Arabic - Ahmed El Sallab
   video_camera Introduction to Natural Language Processing in Python

6. Inferential Statistics
   video_camera Specialization, 2nd & 3rd courses
   video_camera course
7. Bayesian Statistics
   video_camera 1 - From Concept to Data Analysis
   video_camera 2 - Techniques and Models
   📹 3 - Mixture Models
8. Model Deployment
   📕 Flask tutorial
   video_camera TensorFlow: Data and Deployment Specialization
   video_camera Deploy Models with TensorFlow Serving and Flask
   video_camera How to Deploy a Machine Learning Model to Google Cloud - Daniel Bourke
   if you`re intersted in more deployment methods, search for (FastAPI - Heroku - chitra)

9. Probabilistic Graphical Models

   video_camera Specialization

تحویل پیتزا با لباس جت🚀🧑🏻‍🚀

دومینو اعلام کرده است که در حال آزمایش سرویس تحویل پیتزا کت و شلوار جت در Glastonbury امسال است .
تماشاگران گرسنه جشنواره اکنون می توانند پیتزا سفارش دهند که از طریق جت پک برای آن ها فرستاده می شود.
فیلمی که توسط Domino's به اشتراک گذاشته شده است نشان می‌دهد که فرد تحویل‌دهنده به رستوران محلی می‌رود و پیتزاها را برمی‌دارد، سپس در کمپ فرود می آید و غذا را به کسانی که روی زمین منتظر هستند می دهد.

منبع:
https://www.independent.co.uk/tv/culture/pizza-glastonbury-dominos-jet-pack-b2361602.html

@istiir

Wheelchair with a shape-shifting hybrid

The Laddroller is a shape-shifting hybrid of an exoskeleton with a wheelchair that provides solutions for people with mobility issues

#wheelchair
#innovation
#tech
#industry

@innovation_aqua

ساعات کاری سالانه کشورهای مختلف به روایت تصویر

ایران اون وسطاس...
بیشترین ساعت کاری مکزیک ۲۱۲۸ ساعت
کمترین ساعت کاری المان ۱۳۴۹ ساعت

Revolutionizing Parking with autostadt glass tower

This machine is 60 meters tall and it takes up the same amount of space on the ground as more cars, and stretches high into the sky, holding a total of 400 cars each. The Autostadt Glass Towers have made it into the 2014 book of Guinness World Records with vehicle transport technology that has been recognized as the “fastest automatic parking system in the world”

#tech
#innovation
#parking
#industry

@innovation_aqua

Have you heard about the healthcare center of the future?

The grand vision of how the healthcare center of the future could look like - Dubai Healthcare City 2030.
What do you think? Will they build it?

#Dubai
#medical
#future
#healthcare
#architecture

@innovation_aqua

یه روزی می‌رسه که شما قبل تماشای یه فیلم بازیگراش رو خودتون انتخاب می‌کنید ...

الن پیج و هیوجکمن در The Last of us به لطف StableDiffusion

@Ai_Events