Step 1 of 6Start here
Python for Data · Descriptive Statistics · Inferential Statistics · Probability Theory
- 3 sources
- 3 videos
- 2 projects
- 2 tools
Career roadmap
Data Scientist Roadmap
Extract insights from data using statistics, visualization, and predictive modeling to drive data-informed decisions.
- Steps
- 6
- Learning sources
- 15
- Video lessons
- 18
- Project ideas
- 8
- Step 2 of 6
Pandas Mastery · Data Cleaning · Web Scraping · APIs & JSON
- 2 sources
- 3 videos
- 1 project
- 2 tools
- Step 3 of 6
SQL Queries · Joins & Subqueries · Window Functions · Database Tools
- 3 sources
- 3 videos
- 2 projects
- 1 tool
- Step 4 of 6
Matplotlib · Seaborn · Plotly · Storytelling with Data
- 3 sources
- 3 videos
- 1 project
- 2 tools
- Step 5 of 6
Regression Models · Classification · Model Selection · Feature Importance
- 2 sources
- 3 videos
- 1 project
- 1 tool
- Step 6 of 6
Jupyter Reports · Dashboard Building · Presentations · Portfolio & Kaggle
- 2 sources
- 3 videos
- 1 project
- 1 tool
Tools for this roadmap
Tools that match this roadmap
Ranked by overlap with this roadmap's topics. Check each provider's current free-tier limits before adopting it for a project.
- AmplitudeAnalyticsView details
- CockroachDBDatabasesView details
- FastAPIOpen SourceView details
- Google AnalyticsAnalyticsView details
- HotjarAnalyticsView details
- Hugging FaceAIView details
- KaggleOpen SourceView details
- MixpanelAnalyticsView details
- Plausible AnalyticsAnalyticsView details
Showing the 9 strongest matches from 14 relevant listings.
What comes next
Roadmaps that share skills with this one
- Data AnalystAnalyze data to drive business decisions using SQL, Excel, Python, Tableau, Power BI, statistics, and data storytelling.
- AI EngineerBuild AI-powered products by integrating large language models, prompt engineering, and ML APIs into real-world applications.
- Digital Marketing SpecialistDrive online growth using SEO, Google Analytics, social media marketing, content strategy, email campaigns, and paid ads.