From 611c1cff6fe960ff95e3a7663041dbbfeb177594 Mon Sep 17 00:00:00 2001 From: CHAITANYA KATORE <106269976+chaitanyakatore@users.noreply.github.com> Date: Sun, 16 Jul 2023 13:14:41 +0530 Subject: [PATCH] Update README.md --- Data-Science/README.md | 68 ++++++++++++++++++++++++++---------------- 1 file changed, 42 insertions(+), 26 deletions(-) diff --git a/Data-Science/README.md b/Data-Science/README.md index 33446c8e..123f48a6 100644 --- a/Data-Science/README.md +++ b/Data-Science/README.md @@ -1,16 +1,16 @@ -# 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) @@ -18,7 +18,7 @@ - [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)