A tip for all prospective #datascientists: #datascience is nothing but a new means to solve #business problems. #problemsolving will be only key to success. Coding languages & technologies will keep changing. Problem solving skills will always be top priority for any recruiter.

✴️ @AI_Python_EN
❇️ @AI_Python
🗣 @AI_Python_Arxiv

FREE DATA SCIENCE RESOURCE

After long hours curated content on data science resource during 2018, http://www.claoudml.co/ list that actually we have lucrative resource to learn data science.

You can find it http://www.claoudml.co/
#technology #business #datascience

❇️ @AI_Python
🗣 @AI_Python_Arxiv
✴️ @AI_Python_EN

Innovation Nation: AI godfathers gave Canada an early edge — but we could end up being left in the dust

"Canada is hanging on to the lead by 'our fingernails' as the gold rush to commercialize artificial intelligence goes global"

By James McLeod: https://lnkd.in/emxjPNS

#artificialintelligence #business #deeplearning

✴️ @AI_Python_EN
❇️ @AI_Python
🗣 @AI_Python_arXiv

11 Facts about data science in office work


Old fact, but it is still relevant?

Please share us if you would like our channel
#datascience #business

✴️ @AI_Python_EN

Data-Driven Careers Dechipered


Seems Different with what I believed, but still worth it to discuss

#business #technology #datascience

❇️ @AI_Python
🗣 @AI_Python_arXiv
✴️ @AI_Python_EN

Machine Learning (ML) & Artificial Intelligence (AI): From Black Box to White Box Models in 4 Steps - Resources for Explainable AI & ML Model Interpretability.

✔️STEP 1 - ARTICLES

- (short) KDnuggets article: https://lnkd.in/eRyTXcQ

- (long) O'Reilly article: https://lnkd.in/ehMHYsr

✔️STEP 2 - BOOKS

- Interpretable Machine Learning: A Guide for Making Black Box Models Explainable (free e-book): https://lnkd.in/eUWfa5y

- An Introduction to Machine Learning Interpretability: An Applied Perspective on Fairness, Accountability, Transparency, and Explainable AI (free e-book): https://lnkd.in/dJm595N

✔️STEP 3 - COLLABORATE

- Join Explainable AI (XAI) Group: https://lnkd.in/dQjmhZQ

✔️STEP 4 - PRACTICE

- Hands-On Practice: Open-Source Tools & Tutorials for ML Interpretability (Python/R): https://lnkd.in/d5bXgV7

- Python Jupyter Notebooks: https://lnkd.in/dETegUH

#machinelearning #datascience #analytics #bigdata #statistics #artificialintelligence #ai #datamining #deeplearning #neuralnetworks #interpretability #science #research #technology #business #healthcare

✴️ @AI_Python_EN

How to write better code on data science?


As data scientist you should write code better, here’s the steps

Before start to code, is good to know some implementation machine learning in business


✅ Step 1. Understand Data Science Implementation
https://lnkd.in/fMHtxYP
✅ Step 2. Understand what business want
https://lnkd.in/f396Dqg
✅ Step 3. Know Machine Learning Key Terminology
https://lnkd.in/fCihY9W
✅ Step 4. Know Business Implementation of Data Science
https://lnkd.in/f5aUbBM

After you have clear what to code, here’s the step

1. Following standard style
-> https://lnkd.in/gKZUjVa

2. Use a linter to enforce style standards
-> https://lnkd.in/d_prybR

3. Write modular, generic, object-oriented code -
-> https://lnkd.in/gsynW6Q
-> https://lnkd.in/dx53u53

4. Write unit tests to test your functions and methods
-> https://lnkd.in/dsy-bPu

5. Organizing your code base
-> https://lnkd.in/dviGffH

6. Separate exploration and production development, and develop production code using test-driven development (TDD)
-> https://lnkd.in/dMn-s32

#machinelearning #datascience #supervisedlearning #business

✴️ @AI_Python_EN

Need to be familiar with python? here’s selected guides

Before start to code, is good to know some implementation machine learning in business and the end goal

✅ Step 1. Understand Data Science Implementation
https://lnkd.in/fMHtxYP

✅ Step 2. Understand what business want
https://lnkd.in/f396Dqg

✅ Step 3. Know Machine Learning Key Terminology
https://lnkd.in/fCihY9W

✅ Step 4. Know Business Implementation of Data Science
https://lnkd.in/f5aUbBM

✅ Step 5

Some Machine Learning Project (On Marketing you can start)
https://lnkd.in/fUDGAQW

Now, Here’s some guides on python

1. Python Knowlege for Interview https://lnkd.in/fr_rXY8

2. Data Cleansing with Python https://lnkd.in/f8WNGAp

3. Pandas Visual Cheatsheet https://lnkd.in/fCHYexn

4. Complete python cheatsheet for beginner https://lnkd.in/f6NBqSt

#business #machinelearning

✴️ @AI_Python_EN

Deep Learning Has Limits. But Its Commercial Impact Has Just Begun.

Rob Toews, Forbes: https://lnkd.in/e6MS8tu

#ArtificialIntelligence #Business #DeepLearning