Update README.md

Data-Science/README.md

@@ -1,24 +1,24 @@
-# DATA SCIENCE Roadmap
+# Data Science Roadmap
 
-## Introduction
 
-### what is Data science
+## What Is Data Science
 
 - [what is data science? -ibm.com](https://www.ibm.com/topics/data-science)
 - [what is data science? -aws.amazon.com](https://aws.amazon.com/what-is/data-science/)
 - [what is data science? -simplilearn.com](https://www.simplilearn.com/tutorials/data-science-tutorial/what-is-data-science)
+
 
-### Programming Languages
+## Programming Languages
 
-- [R - good tool for visualization and statistical analysis.]
+###  R - good tool for visualization and statistical analysis
 
   - [R programming tutorial -Youtube(freeCodeCamp.org)](https://youtu.be/_V8eKsto3Ug)
   - [R For Data Science Full Course -Youtube(Simplilearn)](https://youtu.be/iROHLA_TXQM)
   - [R programming language Introduction -GFG(GeeksForGeeks)](https://www.geeksforgeeks.org/r-programming-language-introduction/)
   - [R programming Tutorial -W3schools(W3schools.com)](https://www.w3schools.com/r/)
   - [R programming language -R for datascience (Hadley Wickham)](https://r4ds.had.co.nz/)
 
-- [Python]
+###  Python
 
   - [Python Tutorial for Beginners -Youtube(TechWorld with Nana)](https://youtu.be/t8pPdKYpowI)
   - [Python Tutorial - Python Full Course for Beginners - Youtube(Programming with Mosh)](https://youtu.be/_uQrJ0TkZlc)
@@ -27,41 +27,53 @@
   - [Python programming language -W3Schools(W3Schools.com)](https://www.w3schools.com/python/python_intro.asp)
   - [Python programming language -GFG(GeeksForGeeks)](https://www.geeksforgeeks.org/python-programming-language/)
 
-- [SQL]
+###  SQL
+
   - [SQL Tutorial - Full Course - Youtube(freeCodeCamp.org)](https://youtu.be/HXV3zeQKqGY)
   - [SQL Tutorial for Beginners -Youtube(Programming With Mosh)](https://youtu.be/7S_tz1z_5bA)
   - [SQL for Data Analysis -W3schools(W3schools.com)](https://www.w3schools.com/sql/)
   - [SQL for Data Analysis -javatpoint(javatpoint.com)](https://www.javatpoint.com/sql-tutorial)
+
+
+## Frameworks
 
-### Pandas
+###  Pandas
 
 - [Pandas Tutorials -Youtube(Corey Schafer)](https://youtube.com/playlist?list=PL-osiE80TeTsWmV9i9c58mdDCSskIFdDS)
 - [Best practices with pandas -Youtube(Data School)](https://youtube.com/playlist?list=PL5-da3qGB5IBITZj_dYSFqnd_15JgqwA6)
 - [Pandas -Kaggle(Kaggle.com)](https://www.kaggle.com/learn/pandas)
 - [Pandas documentation -Pandas.pydata(Pandas.pydata.org)](https://pandas.pydata.org/pandas-docs/version/0.15/tutorials.html)
 
-### Numpy
+###  Numpy
 
 - [Python NumPy Tutorial for Beginners -Youtube(freeCodeCamp.org)](https://youtu.be/QUT1VHiLmmI)
 - [Numpy Full Course -Youtube(Simplilearn)](https://youtu.be/j31ah5Qa4QI)
-- [Numpy Tutorial For Beginners [ Data Science] -Kaggle(Kaggle.com)](https://www.kaggle.com/code/legendadnan/numpy-tutorial-for-beginners-data-science/notebook)
+- [Numpy Tutorial For Beginners [ Data Science]-Kaggle(Kaggle.com)](https://www.kaggle.com/code/legendadnan/numpy-tutorial-for-beginners-data-science/notebook)
 - [Python Numpy -Github(cs231n)](https://cs231n.github.io/python-numpy-tutorial/)
 - [Python Numpy documentation -Numpy(numpy.org)](https://numpy.org/doc/1.18/user/quickstart.html)
 
+###  Scipy
+
+- [Python Scipy -Youtube(Mr. P Solver)](https://youtu.be/jmX4FOUEfgU)
+- [Scipy repository for Scipy -Github(cs231)](https://cs231n.github.io/python-numpy-tutorial/#scipy)
+
+
 
-### Mathematics for data science
+## Mathematics for data science
 
 - [Mathematics and statistics for data science -Youtube(codebasics)](https://www.youtube.com/playlist?list=PLeo1K3hjS3uuKaU2nBDwr6zrSOTzNCs0l)
 - [Maths for data science masterclass -Udemy(Jose Portilla,Krista King)](https://www.udemy.com/share/107qEq/)
 - [Maths for data science -GFG(GeeksForGeeks)](https://www.geeksforgeeks.org/maths-for-data-science/)
+
 
-### Probabiliity
+## Probabiliity
 
 - [Probability and stastics for data science -Khan Academy](https://www.khanacademy.org/math/statistics-probability/probability-library)
 - [Probability -Probability4datascience(Stanley H. Chan)](https://probability4datascience.com/ch02.html)
 - [Introduction to Probability(Joseph K. Blitzstein, Jessica Hwang)](https://drive.google.com/file/d/15Y0oFNHQRls1qvQNvO3DFLJVhIZvUjTD/view?usp=sharing)
+
 
-### Statistics
+## Statistics
 
 - [Statistics for data science -Youtube(Great Learning)](https://youtu.be/Vfo5le26IhY)
 - [Statistics A full university course -Youtube(freecodeCamp.org)](https://youtu.be/xxpc-HPKN28)
@@ -71,34 +83,34 @@
 - [Fundamentals Of Statistics For Data Scientists -towardsdatascience(Tatev Karen Aslanyan)](https://towardsdatascience.com/fundamentals-of-statistics-for-data-scientists-and-data-analysts-69d93a05aae7)
 
 
-### Scipy
+## Data Manipulation
 
-- [Python Scipy -Youtube(Mr. P Solver)](https://youtu.be/jmX4FOUEfgU)
-- [Scipy repository for Scipy -Github(cs231)](https://cs231n.github.io/python-numpy-tutorial/#scipy)
 
-### Data cleaning
+###  Data cleaning
 
 - [Data cleaning -Youtube(Alex The Analyst)](https://youtu.be/bDhvCp3_lYw)
 - [Data Cleaning course -datacamp(app.datacamp.com)](https://app.datacamp.com/learn/courses/cleaning-data-in-python)
 - [Data cleaning course -kaggle(kaggle.com)](https://www.kaggle.com/learn/data-cleaning)
 - [Data cleaning documentation -kaggle(Ashish Gaurav)](https://www.kaggle.com/ashishg21/data-cleaning-and-some-analysis-shoe-prices)
 
-### Data Visualization
+###  Data Visualization
 
 - [Data Visualization full playlist -Youtube(Corey Schafer)](https://www.youtube.com/watch?v=UO98lJQ3QGI&list=PL-osiE80TeTvipOqomVEeZ1HRrcEvtZB_)
 - [Data Visualization tutorial series -Youtube(sentdex)](https://www.youtube.com/watch?v=q7Bo_J8x_dw&list=PLQVvvaa0QuDfefDfXb9Yf0la1fPDKluPF)
 - [Data Visualization python -Youtube(Intellipaat)](https://www.youtube.com/live/_YWwU-gJI5U?feature=share)
 - [Data Visualization -Youtube(datacamp)](https://app.datacamp.com/learn/courses/introduction-to-data-visualization-with-matplotlib?fbclid=IwAR1OrJSdZ2LVD_c1o3d-_1I7Nhq8OZ3pzTu4010E_XWEmMc0KYsTosz8CIU)
 - [Data Visualization -Kaggle(kaggle)](https://www.kaggle.com/learn/data-visualization)
+
 
-### EDA
+## EDA
 
 - [EDA and Feature Engineering -Youtube(Krish Naik)](https://youtu.be/fHFOANOHwh8)
 - [EDA in Python -Youtube(Simplilearn)](https://youtu.be/MoM6mighOJM)
 - [EDA -datacamp(datacamp.com)](https://learn.datacamp.com/courses/exploratory-data-analysis-in-python)
 - [EDA for ML -coursera(coursera.com)](https://www.coursera.org/learn/ibm-exploratory-data-analysis-for-machine-learning)
+
 
-### Machine Learning
+## Machine Learning
 
 - [ML for beginner -Youtube(freeCodeCamp.org)](https://youtu.be/NWONeJKn6kc)
 - [ML full course playlist -Youtube(Andrew Ng)](https://youtube.com/playlist?list=PLoROMvodv4rMiGQp3WXShtMGgzqpfVfbU)
@@ -108,38 +120,42 @@
 - [ML documentation GFG(GeeksForGeeks)](https://www.geeksforgeeks.org/machine-learning/)
 - [ML intro to machine learning course -Udacity(udacity)](https://www.udacity.com/course/intro-to-machine-learning--ud120)
 - [ML with pythonn -Coursera(IBM)](https://www.coursera.org/learn/machine-learning-with-python)
+
 
-### Power BI
+## Power BI
 
 - [Power BI training -Microsoft](https://powerbi.microsoft.com/en-us/learning/)
 - [Power BI full course tutorial -Youtube(Learnit Training)](https://youtu.be/e6QD8lP-m6E)
 - [Power BI complete course -Coursera(Keith Gibson)](https://www.coursera.org/learn/data-driven-decisions-with-power-bi)
 - [Power BI documented tutorial -GFG(geeksforgeeks)](https://www.geeksforgeeks.org/power-bi-tools-and-functionalities/)
+
 
-### Tableau
+## Tableau
 
 - [Tableau data visualisation tutorial -datacamp(Parul Pandey)](https://www.datacamp.com/tutorial/data-visualisation-tableau)
 - [Tableau training -Salesforce](https://www.tableau.com/learn/training)
 - [Tableau Introduction -datacamp](https://learn.datacamp.com/courses/introduction-to-tableau)
 - [Tableau full course -Youtube(simplilearn)](https://youtu.be/HM81vShSlWY)
-- [Tableau documented tutorial -GFG(geeksforgeeks)](<(https://www.geeksforgeeks.org/what-is-tableau-and-its-importance-in-data-visualization/)>)
+- [Tableau documented tutorial -GFG(geeksforgeeks)](https://www.geeksforgeeks.org/what-is-tableau-and-its-importance-in-data-visualization/)
+
 
-### Web Scraping/APIs
+## Web Scraping/APIs
 
 - [Web Scraping in Python -datacamp](https://learn.datacamp.com/courses/web-scraping-with-python)
 - [Build Web Scraper with python -RealPython(Martin Breuss)](https://realpython.com/beautiful-soup-web-scraper-python/)
 - [Web Scraping with python -Youtube(freeCodeCamp.org)](https://youtu.be/XVv6mJpFOb0)
 
 
-### MODEL Deployment
+## Model Deployment
 
 - [Flask tutorial -towardsdatascience](https://towardsdatascience.com/deploying-a-deep-learning-model-using-flask-3ec166ef59fb)
 - [Flask tutorial -GFG(geeksforgeeks)](https://www.geeksforgeeks.org/flask-creating-first-simple-application/)
 - [How to Deploy a Machine Learning Model to Google Cloud -Youtube(Daniel Bourke)](https://www.youtube.com/watch?v=fw6NMQrYc6w)
 - [GCP tutorial -GFG(geeksforgeeks)](https://www.geeksforgeeks.org/what-is-google-cloud-platform-gcp/)
 - [Deploy Models with TensorFlow Serving and Flask -Coursera(Amit Yadav)](https://www.coursera.org/projects/deploy-models-tensorflow-serving-flask)
+
 
-### Sample PROJECT Ideas
+## Sample Project Ideas
 
 - [End to end Project](https://www.youtube.com/playlist?list=PLatl6hdtJ0RnbkReSAuel6PeCPO155FpG)
 - [Machine Learning Projects](https://www.youtube.com/watch?v=fiz1ORTBGpY&list=PLfFghEzKVmjvuSA67LszN1dZ-Dd_pkus6)