مقدمه ای بر آمار توصیفی و احتمال برای علم داده

#آماری #علم_داده #منابع #کتاب #الگوریتمها
#book #datascience

❇️ @AI_Python
🗣 @AI_Python_arXiv
✴️ @AI_Python_EN

#bigdata #datascience #data #book #tutorial
#منبع

@pythonicAI

📜 لیست تمامی skill هایی که جهت تبدیل شدن به یک دیتاساینتیست به آنها نیاز دارید: 📉💻💡

https://data-science-resources.readthedocs.io/en/latest

#datascience

@pythonicAI

منابع رایگان آموزش علم داده DataScience

#فیلم #آموزش #علم_داده #منابع #کلاس_آموزشی
#datascience

http://www.claoudml.com/

❇️ @AI_Python

Machine ignoring = underfitting
Machine learning = optimal fitting
Machine memorization = overfitting

#datascience #machinelearning

❇️ @AI_Python_EN

Want to impress investors, say you work in AI.

Want to impress employers, say you work in data science.

Want to impress hipsters, say you work in machine intelligence.

Want to impress IBM recruiters, say you work in cognitive computing.

Don't want to be laughed at by your peers, say you do machine learning.

Whatever you say, from sklearn import linear_model.

#machinelearning #datascience #artificialintelligence

@pythonicAi

Checkout these new free resources in #DataScience👇

1. Introduction to PyTorch for Deep Learning: https://lnkd.in/f7kqZS2

2. Pandas for Data Analysis in Python: https://lnkd.in/fvRQHww

3. Support Vector Machine (SVM) in Python and R: https://lnkd.in/faJcSHe

4. Fundamentals of Regression Analysis: https://lnkd.in/fnEDP78

5. Getting started with Decision Trees: https://bit.ly/2PuZRFB

6. Introduction to Neural Networks: https://lnkd.in/fYUnsYQ

https://covid19dashboards.com

دیتاستهای کرونا

#dataset #datascience

@pythonicAi

Simplilearn Offers AI, Machine Learning and Data Science Courses for Free to Professionals

#machinelearning #artificialintelligence #datascience

@pythonicAi

Top free Data Science resources

1⃣ CS109 Data Science

2⃣ Data Science Essentials

3⃣ Learning From Data from California Institute of Technology

4⃣ Mathematics for Machine Learning by University of California, Berkeley

5⃣ Foundations of Data Science by Avrim Blum, John Hopcroft, and Ravindran Kannan

6⃣ Python Data Science Handbook

7⃣ CS 221 ― Artificial Intelligence

8⃣ Ten Lectures and Forty-Two Open Problems in the Mathematics of Data Science

9⃣ Python for Data Analysis by Boston University

🔟 Data Mining by University of Buffalo

#datascience #course

@pythonicAi

10 free data science resources from USA universities

1⃣ Hardvard
https://lnkd.in/gd3MGBH
https://lnkd.in/gkkCNmc

2⃣ California
https://lnkd.in/g3Kmm_8

3⃣ MIT
https://lnkd.in/gNXRwHt

4⃣ Stanford
https://lnkd.in/gMRXmru

5⃣ Berkeley
https://lnkd.in/g49DTKr
ai.berkeley.edu/home.html

6⃣ Princeton
https://lnkd.in/gSqFdJX

7⃣ Columbia
https://lnkd.in/gmFfA2K

8⃣ Buffalo
bit.ly/3b43YRC

9⃣ San Diego
https://lnkd.in/gf2Xa9D

🔟 Johns Hopkins
https://lnkd.in/gK9_hRw

#datascience #resource #course

@pythonicAi

Top 10 Websites for Data Science

1. Coursera
2. EdX
3. Datacamp
4. Udemy
5. Udacity
6. Khan Academy
7. Kaggle
8. R-bloggers
9. Analytics Vidya
10. KDNuggets

Top 10 Skills for Data Science

1. Probability & Statistics
2. Linear Algebra
3. Python
4. R
5. SQL/Presto
6. Tableau/PowerBI
7. AWS/Azure
8. Spark
9. Excel
10. DevOps

Top 10 Algorithms for Data Science

1. Linear Regression
2. Logistics Regression
3. K-means Clustering
4. PCA
5. Support Vector Machine
6. Decision Tree
7. Random Forrest
8. Gradient Boosting Machine
9. XGboost
10. Artificial Neural Networks

Top 10 Industries for Data Science

1. Technology
2. Finance
3. Retail
4. Telecom
5. Healthcare & Pharma
6. Manufacturing
7. Automotive
8. Cybersecurity
9. Energy
10. Utilities

#datascience #mooc

@pythonicAi

Attributes of an AI company:
- Good at strategic data acquisition
- AI companies tend to unified data warehouse
- Very good at pervasive automation
- Have many roles (like MLE) and division of labor

#machinelearning #deeplearning #datascience #artificialintelligence

@pythonicAi

https://towardsdatascience.com/springer-has-released-65-machine-learning-and-data-books-for-free-961f8181f189

#machinelearning #datascience #artificialintelligence

@pythonicAi

This tweet from Sebastian Ramirez summarises what's wrong in the world of Developer/Data Science hiring today.

#artificialintelligence #datascience

@pythonicAi

پایتون بهتره یا R ؟! 🤔

#datascience #python

@pythonicAi

شرکت Amazon یه سری کورس رایگان گذاشته که قبلا فقط برای کارمندانش بوده. این آموزشها شامل 9 بخشه که سه بخش اولش شامل:
🔸NLP
🔸Computer Vision
🔸Tabular Data
میشه. اگه به ماشین لرنینگ و دیتاساینس علاقه دارید، فرصت رو از دست ندید.
Youtube channel

متریال آموزشی هم اینجاست👇
https://github.com/aws-samples/aws-machine-learning-university-accelerated-nlp

https://github.com/aws-samples/aws-machine-learning-university-accelerated-cv

https://github.com/aws-samples/aws-machine-learning-university-accelerated-tab

#machinelearning #datascience #computervision #nlp #artificialintelligence #course

@pythonicAi

شرکت Amazon یه سری کورس رایگان گذاشته که قبلا فقط برای کارمندانش بوده. این آموزشها شامل 9 بخشه که سه بخش اولش شامل:
🔸NLP
🔸Computer Vision
🔸Tabular Data
میشه. اگه به ماشین لرنینگ و دیتاساینس علاقه دارید، فرصت رو از دست ندید.
Youtube channel

متریال آموزشی هم اینجاست👇
https://github.com/aws-samples/aws-machine-learning-university-accelerated-nlp

https://github.com/aws-samples/aws-machine-learning-university-accelerated-cv

https://github.com/aws-samples/aws-machine-learning-university-accelerated-tab

#machinelearning #datascience #computervision #nlp #artificialintelligence #course

@pythonicAi