Niket Kedia Profile picture
Feb 9, 2022 9 tweets 2 min read Read on X
⭐Continuing the #DataScience learning path series and next skill is Python
⭐There always been a debate around R v/s Python
⭐Step by step learning path for Python for data analysis
1⃣ Intro to Python -

⭐Installing and Setting up environment
⭐Install Anaconda and Python
⭐Launch a Jupyter Notebook
⭐Variables and Operators
⭐Booleans and Comparisons
⭐expressions and statements
2⃣ Basics of Python -

⭐Functions, Modules and strings
⭐Lists, Tuples, Sets, and Dictionaries
⭐Installing a Package (Pandas, Scipy, NumPy,Plotly etc.)
3⃣Data cleaning and manipulation using Pandas, NumPy, Scipy -

⭐Creating, Reading and Writing Data
⭐Indexing, Selecting & Assigning
⭐Summary Functions and Maps
⭐Grouping and Sorting
⭐Data Types and Missing Values
3⃣Data cleaning and manipulation using Pandas, NumPy, Scipy -

⭐Renaming and Combining
⭐Handling Missing Values
⭐Scaling and Normalization
⭐Parsing Dates
⭐Character Encodings
⭐Inconsistent Data Entry
4⃣Data Visualization -

⭐Seaborn, Matlplotlib, plotly
⭐Line, Bar, Heatmaps, Scatterplots
⭐Histograms, Boxplots
⭐Maps
⭐Plot styles and custom styling
5⃣Machine Learning using Scikit-Learn -

⭐Linear Regression
⭐Logistic Regression
⭐Clustering
⭐Decision Trees, Support vector machines and Random Forest
⭐Intro to text analytics(natural language processing)
📄Summary:
1⃣ Intro to Python
2⃣ Basics of python
3⃣Data cleaning and manipulation using Pandas, NumPy, Scipy
4⃣Data Visualization
5⃣Machine Learning using Scikit-Learn

• • •

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More from @niketkedia

May 2, 2022
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Mar 1, 2022
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Read 6 tweets
Feb 25, 2022
Become Data Scientist in 2022:

▶️Learning path for data science tools and algorithm
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Steps to follow👇
Read 8 tweets
Feb 22, 2022
As the world is coming more closer and border is becoming less and less important.

You can sit in remote village in India and work for USA based tech companies.

One skill you can acquire is learning a new language which more employable and can lead to a higher income💰

check👇
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Spanish:

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⭐️Spanish will be very helpful when you want to work in North America.
Read 6 tweets
Feb 20, 2022
List of resources(@YouTube) for Data Science learning path:

▶️Tableau @tableau
▶️MS Excel @msexcel
▶️R progamming
▶️Python @ThePSF
▶️Power Bi @MSPowerBI
▶️SQL

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▶️Tableau
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3. youtube .com/watch?v=-ETQ97mXXF0
4. youtube .com/watch?v=27dxBp0EgCc
Read 10 tweets
Feb 18, 2022
Few amazing SQL experts and industry leaders to follow on Twitter and learn from them.

Do follow them 👇
🌟Aaron Nelson - @SQLvariant
🌟Andrea Allred - @RoyalSQL
🌟Andy Yun - @SQLBek
🌟Angela Henry - @SQLSwimmer
🌟Bradley Ball - @SQLBalls
🌟Brent Ozar - @BrentO
🌟Data Science Renee - @BecomingDataSci
🌟Elizabeth Noble - @SQLZelda
🌟Itzik Ben-Gan - @ItzikBenGan
🌟Jonathan Kehayias - @SQLPoolBoy
🌟Kalen Delaney - @sqlqueen
Read 5 tweets

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