Dedicated Interactive Roadmaps
Select a roadmap below for full stage-by-stage learning pathways and recommended portfolio projects.
🤖 AI Engineer Roadmap
PyTorch, Self-Attention, Transformers, RAG systems, Vector DBs, Pinecone, LangChain, and vLLM model serving. Includes 3 portfolio projects.
🧠 Machine Learning Roadmap
Math, XGBoost, Scikit-Learn pipelines, Feast Feature Store, MLflow experiment tracking, DVC, and model drift monitoring.
📊 Data Science Roadmap
Advanced SQL, Probability, Hypothesis Testing, A/B Testing, Exploratory Data Analysis, Tableau, PowerBI, and Predictive Modeling.
⚡ Data Engineering Roadmap
Dimensional Star Schema, Snowflake, Google BigQuery, Apache Spark, Airflow orchestration, dbt transformations, and Kafka streaming.
💻 Full-Stack Developer Roadmap
TypeScript, React 19, Next.js 15, Node.js, Python FastAPI, PostgreSQL, Prisma ORM, Redis, Docker, and AWS Cloud Deployment.
Developer Cheat Sheets & Reference Cards
Quick syntax guides, query references, and architectural cheatsheets.
SQL Join & Window Functions
Complete syntax guide for Inner/Left Joins, RANK(), DENSE_RANK(), and CTE expressions.
Python Data Analysis Sheet
Essential functions for Pandas DataFrames, NumPy arrays, missing value imputation, and Seaborn plots.
System Design Patterns
Quick reference for Load Balancers, Caching layers, Sharding, CAP Theorem, and Message Queues.
Git & Rebase Workflow
Mastering interactive rebase, cherry-pick, conflict resolution, and branch strategies.