Forum Discussion
undefinedBeginner guidance for starting Data Science with Microsoft Fabric
Hi Harshuu12
Start with foundational skills:
- Python: Most popular language for Data Science. Learn basics like variables, loops, functions, and then libraries like Pandas, NumPy, and Matplotlib.
- SQL: Essential for querying and managing data in databases.
- Basic Statistics & Math: Understand concepts like mean, median, variance, probability, and linear algebra.
Suggested Roadmap
Phase 1: Foundations
- Python basics
- SQL basics
- Intro to statistics
Phase 2: Data Analysis
- Pandas, NumPy, Matplotlib
- Power BI basics
- Explore Microsoft Fabric (Lakehouse, Notebooks)
Phase 3: Machine Learning
- Scikit-learn basics
- Simple ML models (Regression, Classification)
Phase 4: Advanced
- Azure ML & Fabric integration
- Big Data concepts
- Deep Learning (optional later)
Resources
- Microsoft Learn: Free Fabric and Power BI courses
- Kaggle: Python & ML practice
- Books: “Python for Data Analysis” by Wes McKinney
- YouTube: Corey Schafer (Python), Alex The Analyst (Power BI)
Beginner Tips
- Start small: Practice with real datasets (Kaggle).
- Build projects: e.g., Sales Dashboard in Power BI, Data Cleaning in Python.
- Join communities: Microsoft Fabric Community, Kaggle forums.
Here are some useful links -
Fabric
https://learn.microsoft.com/en-us/fabric/data-science/tutorial-data-science-introduction
https://learn.microsoft.com/en-us/training/paths/implement-data-science-machine-learning-fabric/
https://github.com/microsoft/Data-Science-For-Beginners
Python for Data Science
https://www.freecodecamp.org/news/python-data-science-course-matplotlib-pandas-numpy/
https://www.youtube.com/watch?v=CMEWVn1uZpQ
https://www.mygreatlearning.com/academy/learn-for-free/courses/data-science-with-python
Kaggle
https://www.kdnuggets.com/7-free-kaggle-micro-courses-for-data-science-beginners
https://tutorialsdojo.com/kaggle-your-first-data-science-project/
Hope this helps - please appreciate giving a Kudos or accepting as a Solution!
Thankyou, AntoineW and deborshi_nagfor your responses.
Hi Harshuu12,
We appreciate your inquiry through the Microsoft Fabric Community Forum.
We would like to inquire whether have you got the chance to check the solutions provided by AntoineW and deborshi_nag to resolve the issue. We hope the information provided helps to clear the query. Should you have any further queries, kindly feel free to contact the Microsoft Fabric community.
Thank you.