This page was intended for data science learning steps
A data scientist skill requires an in-depth knowledge of the following skills-
| Topic | Number | Course | What You Would Learn | Link | Content Availability | Remarks |
|---|---|---|---|---|---|---|
| Data Science Fundamentals | 1 | What is Data Science? | Fundamentals of Data Science | https://www.udemy.com/course/what-is-data-science/ | Free | |
| 2 | Intro to Data for Data Science | Learn the basics of data and how data are used in data science. | https://www.udemy.com/course/intro-to-data-for-data-science/ | Free | ||
| 3 | Intro to Analytic Thinking, Data Science, and Data Mining | Exploration of the field and profession of data science with a focus on the skills and ethical considerations required when working with data | https://www.coursera.org/learn/intro-analyticthinking-datascience-datamining?specialization=data-science-fundamentals#syllabus | Free | ||
| Programming | 1 | Introduction to Python Programming | Learn the basics of Python 3 | https://www.dataquest.io/course/introduction-to-python/ | Free | |
| 2 | For Loops and Conditional Statements in Python | You’ll learn for loops and conditional statements in Python, two fundamental concepts of Python programming. | https://www.dataquest.io/course/for-loops-and-conditional-statements-in-python/ | Free | ||
| 3 | Dictionaries, Frequency Tables, and Functions in Python | You'll learn the fundamentals of Python for data science with dictionaries, frequency tables, and Python functions. | https://www.dataquest.io/course/dictionaries-frequency-tables-and-functions-in-python/ | Free | ||
| 4 | Python Basic | Python basic use and packages | https://www.datacamp.com/courses/intro-to-python-for-data-science | Free | ||
| 5 | Python Functions and Jupyter Notebook | Python functions and Jupyter Notebook Setup | https://www.dataquest.io/course/python-functions-and-jupyter-notebook/ | Free | ||
| 6 | Modules and Packages | Learn how modules and packages in Python | https://www.learnpython.org/en/Modules_and_Packages | Free | ||
| 7 | Intermediate Python for Data Science | You'll learn intermediate Python techniques to clean and analyze text data, and you’ll learn Python concepts such as object-oriented programming. | https://www.dataquest.io/course/python-for-data-science-intermediate/ | Free | ||
| 8 | Numpy Arrays | Learn what is Numpy Arrays | https://www.learnpython.org/en/Numpy_Arrays | Free | ||
| 9 | NumPy quickstart | Explore what NumPy is and what you could do with it | https://numpy.org/devdocs/user/quickstart.html | Free | ||
| 10 | Learn Pandas | Learn the basics of Pandas | https://www.kaggle.com/learn/pandas | Free | ||
| 11 | Pandas With Python | Course guided about Pandas | https://www.udemy.com/course/pandas-with-python/ | Free | ||
| Data Analysis and Exploration | 1 | Data Cleaning | Learn to do data cleaning with Pandas | https://www.kaggle.com/learn/data-cleaning | Free | |
| 2 | Analyzing Data with Python | Analyze data with Python packages | https://www.edx.org/course/analyzing-data-with-python | Free/Partial | First two courses | |
| Data Visualization | 1 | Visualizing Data with Python | Learn basic data visualization with Python | https://www.edx.org/course/visualizing-data-with-python | Free/Partial | |
| 2 | Data Visualization | Make great data visualizations. A great way to see the power of coding! | https://www.kaggle.com/learn/data-visualization | Free | ||
| Programming | 12 | Learn SQL | Learn basic SQL | https://www.codecademy.com/learn/learn-sql | Free | |
| 13 | Intro to SQL | Introduction to SQL | https://www.kaggle.com/learn/intro-to-sql | Free | ||
| 14 | Advance SQL | Learn Advance SQL | https://www.kaggle.com/learn/advanced-sql | Free | ||
| Math and Statistics | 1 | Statistical Thinking for Data Science and Analytics | You will learn how data scientists exercise statistical thinking | https://www.edx.org/course/statistical-thinking-for-data-science-and-analytic | Free | |
| 2 | Probability and Statistics: To p or not to p? | Learn the basic statistic and probability | https://www.coursera.org/learn/probability-statistics | Free | ||
| 3 | Data Science Math Skills | Data Science Math Skills introduces the core math that data science is built upon | https://www.coursera.org/learn/datasciencemathskills | Free | ||
| 4 | Data Science: Inference and Modeling | Learn inference and modeling, two of the most widely used statistical tools in data analysis. | https://www.edx.org/course/data-science-inference-and-modeling | Free | ||
| Machine Learning and Evaluation | 1 | Data Science for Business Leaders: ML Fundamentals | A no-code introduction for leaders to understanding machine learning (and AI) as a business capability. | https://www.udemy.com/course/data-science-for-business-leaders-machine-learning-defined/ | Free | |
| 2 | What is Machine Learning? | Basic Machine Learning Introduction | https://www.udemy.com/course/what-is-machine-learning/ | Free | ||
| 3 | Machine Learning Specialization | Master fundamental AI concepts and develop practical machine-learning skills in the beginner-friendly courses | https://www.coursera.org/specializations/machine-learning-introduction | Free | ||
| 4 | Machine Learning — How to Evaluate your Model? | Basic evaluation metrics and methods for Machine Learning algorithms | https://towardsdatascience.com/machine-learning-how-to-evaluate-your-model-1dabbdc849a4 | Free | ||
| 5 | Evaluate the Performance of Machine Learning Algorithms in Python using Resampling | Evaluate the performance of an algorithm | https://machinelearningmastery.com/evaluate-performance-machine-learning-algorithms-python-using-resampling/ | Free | ||
| Data Pipeline | 1 | Data, structure, and the data science pipeline | Introduction article to the data pipeline | https://developer.ibm.com/articles/ba-intro-data-science-1/ | Free | |
| 2 | Basic Introduction to Data Science Pipeline | Basic Introduction to the Data Pipeline | https://www.analyticsvidhya.com/blog/2022/08/basic-introduction-to-data-science-pipeline/ | Free | ||
| 3 | Machine Learning Engineering for Production (MLOps) Specialization | Productionize your machine learning knowledge and expand your production engineering capabilities. | https://www.coursera.org/specializations/machine-learning-engineering-for-production-mlops | Free | ||
| Business Understanding | 1 | CRISP-DM Methodology For Your First Data Science Project | Leverage your resume by enabling CRISP-DM in your project | https://towardsdatascience.com/crisp-dm-methodology-for-your-first-data-science-project-769f35e0346c | Free | |
| 2 | Data Science Project to Improve your Business Understanding | Improve your business understanding using the following project | https://towardsdatascience.com/data-science-project-to-improve-your-business-understanding-776386abbf63 | Free | ||
| 3 | Learn the business to become a great Data Scientist | Understand the business to become a great data scientist | https://towardsdatascience.com/learn-the-business-to-become-a-great-data-scientist-635fa6029fb6 | Free | ||
| 4 | Complete Data Science project: Business Understanding | Business Understanding | https://towardsdatascience.com/complete-data-science-project-part-1-business-understanding-b8456bb14bd4 | Free | ||
| Communication and Presentation | 1 | Tips to Improve your Communication skill for Data Scientist | Communication skill is as important as the technical skill | https://medium.datadriveninvestor.com/tips-to-improve-your-communication-skill-for-data-scientist-1ac6eaa20b07 | Free | |
| 2 | Presentation Tips to Improve Your Data Science Communication Skills | In data science, communication is critical. | https://www.dataquest.io/blog/data-science-communication-presentation/ | Free | ||
| 3 | Data Storytelling | Communicate insights from a dataset using narratives and visualizations | https://online.hbs.edu/blog/post/data-storytelling | Free | ||
| 4 | How to Create a Successful Data Presentation | Presentation tips for different audiences | https://towardsdatascience.com/how-to-create-a-successful-data-presentation-7eae7a9a41f | Free | ||
| 5 | How to Present a Data Science Project | Making your data science presentation more engaging | https://www.interviewquery.com/p/data-science-project-presentation | Free |