v2.0 · Learning Interface

Data
Science API

STATUS ONLINE
MODULES 10
RESOURCES 42+
UPDATED 2025
All systems operational
10 modules loaded
Free · Course · Ref · Book
01 Mathematics & Statistics 5 resources
Core Resources
Linear Algebra free Probability & Stats free MIT 18.06 free Seeing Theory free
↗ Math for ML · Coursera ↗ 3Blue1Brown · Visual LA ↗ ISLR · Free Book
02 Python & SQL 6 resources
Language Fundamentals
Python Docs ref NumPy ref Pandas ref PostgreSQL ref MySQL ref
↗ SQLite Docs ↗ SQLBolt · Interactive ↗ Real Python
03 Excel & Data Cleaning 4 resources
Tools
Microsoft Excel Help ref Exceljet free Contextures · Pivots free OpenRefine free
↗ AbleBits Blog ↗ Chandoo · Excel
04 Data Analysis & Visualization 5 resources
Libraries & Platforms
Matplotlib ref Seaborn ref Plotly ref Power BI free Tableau ref
↗ Altair · Vega ↗ D3.js ↗ From Data to Viz
05 Machine Learning 4 resources
Courses & Libraries
Scikit-Learn ref Kaggle Learn free Google ML Crash Course free Andrew Ng · ML Spec. course
↗ mlcourse.ai · Free ↗ ISLR · Statistical Learning ↗ Explained.ai
06 Deep Learning 5 resources
Frameworks & Books
TensorFlow ref PyTorch ref Keras ref Dive into Deep Learning book fast.ai free
↗ Stanford CS231n ↗ Stanford CS224n · NLP ↗ UvA DL Notebooks
07 Generative AI 5 resources
APIs & Tooling
OpenAI API ref Anthropic / Claude API ref LangChain ref Hugging Face NLP free MCP · Anthropic ref
↗ Pinecone · Vector DB ↗ LlamaIndex ↗ Prompting Guide
08 Agentic AI 4 resources
Frameworks
LangChain Agents ref Function Calling ref CrewAI ref AutoGen free
↗ Claude Agents Guide ↗ ReAct Paper · arXiv
09 MLOps & Cloud 4 resources
Deployment & Infrastructure
MLflow free AWS SageMaker ref Vertex AI ref Azure ML ref
↗ DVC · Data Versioning ↗ Docker Docs ↗ Prefect · Pipelines
10 Business & Storytelling 3 resources
Communication & Strategy
Storytelling with Data book Business Analytics course Finance Fundamentals free
↗ HBR Data Articles ↗ Mode Analytics SQL
12-Month Learning Roadmap
Math → Python/SQL → Excel → Analysis → ML → Deep Learning → Gen AI → Agentic AI