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How to become a data scientist? I get this question a lot. So, starting a thread. I dont recommend R. Python is more practical. So, here goes. You will be a mid-level expert at the end of this.
#DataScientists #innovations #Data #DataAnalytics
#DataScientists #innovations #Data #DataAnalytics
Step 1 -: Learn Python. I'm recommending a Kaggle course This is incomplete. But, you will learn as you progress.
https://www.kaggle.com/learn/python
Price : Free.
#DataScientists #kaggle #innovations
https://www.kaggle.com/learn/python
Price : Free.
#DataScientists #kaggle #innovations
Step 2 -:
Kaggle micro-course: Pandas
Pandas is going to give us the skills to start manipulating data in Python.
Duration -: 4 hours
Price -: Free. https://www.kaggle.com/learn/pandas
Kaggle micro-course: Pandas
Pandas is going to give us the skills to start manipulating data in Python.
Duration -: 4 hours
Price -: Free. https://www.kaggle.com/learn/pandas
Step 3 -: Kaggle micro-course: Data Visualization
Data visualization is perhaps one of the most underrated skills but it is one of the most important to have. It will allow you to fully understand the data with which you will be working.
https://www.kaggle.com/learn/data-visualization
Price: Free
Data visualization is perhaps one of the most underrated skills but it is one of the most important to have. It will allow you to fully understand the data with which you will be working.
https://www.kaggle.com/learn/data-visualization
Price: Free
Kaggle micro-course: Intro to Machine Learning
You are going to learn basic but very important concepts to start training machine learning models.
It gets Interesting Now.
https://www.kaggle.com/learn/intro-to-machine-learning
Price: Free
You are going to learn basic but very important concepts to start training machine learning models.
It gets Interesting Now.
https://www.kaggle.com/learn/intro-to-machine-learning
Price: Free
Intermediate Machine Learning
This is complementary to the previous one but here you are going to work with categorical variables for the first time and deal with null fields in your data.
https://www.kaggle.com/learn/intermediate-machine-learning
Price: Free.
This is complementary to the previous one but here you are going to work with categorical variables for the first time and deal with null fields in your data.
https://www.kaggle.com/learn/intermediate-machine-learning
Price: Free.
Now, the Real story starts.
Kaggle Playground Competitions
Apply and Learn classification in this.
Understand Metrices like
Accuracy, Precision, Recall.(You should know bias and variance much earliar) https://www.kaggle.com/c/titanic
Kaggle Playground Competitions
Apply and Learn classification in this.
Understand Metrices like
Accuracy, Precision, Recall.(You should know bias and variance much earliar) https://www.kaggle.com/c/titanic
This competition is basically about learning and applying Regression. https://www.kaggle.com/c/home-data-for-ml-course
Buy this book.
Good to learn this.
https://www.amazon.in/Introducing-Data-Science-Machine-Learning/dp/9351199371/ref=sr_1_2_sspa
Good to learn this.
https://www.amazon.in/Introducing-Data-Science-Machine-Learning/dp/9351199371/ref=sr_1_2_sspa
Book: The Elements of Statistical Learning
Necessary to Understand the Statistics behind what makes ML Work.
There is a free version in this Stanford Page.
https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf
Necessary to Understand the Statistics behind what makes ML Work.
There is a free version in this Stanford Page.
https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf
https://www.deeplearning.ai/deep-learning-specialization/
Learn Neural Networks.
This is Worth it. You can actually earn $150k(Minimum) p.a., if you master this.
I WILL HIRE YOU.
Price -: $49/Month By Andrew Ng
Learn Neural Networks.
This is Worth it. You can actually earn $150k(Minimum) p.a., if you master this.
I WILL HIRE YOU.
Price -: $49/Month By Andrew Ng
The above thread is courtesy a medium blog by @santiviquez . Quite enjoyed it. https://towardsdatascience.com/if-i-had-to-start-learning-data-science-again-how-would-i-do-it-78a72b80fd93
cc @bibekdebroy @centerofright @Subhash_Data @Sai_swaroopa @MandarSawant184 @iRohanSachdeva @vipinrocs
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Please Share. It will be useful for somebody.
