Resources
Free templates, tools, and guides to accelerate your systems engineering. Built from real production experience.
Python Beginner to Expert (Complete Guide)
A full roadmap from Python basics to production-grade engineering: syntax, OOP, testing, APIs, async, performance, and interview prep.
NumPy Detailed Tutorial (Beginner to Advanced)
Master arrays, broadcasting, vectorization, linear algebra, and performance-focused numerical workflows with practical NumPy examples.
Pandas Detailed Tutorial (Data Analysis Workflows)
Learn real-world Pandas: loading data, cleaning nulls, joins, groupby, time-series analysis, and end-to-end reporting pipelines.
Matplotlib Detailed Tutorial (Professional Visualizations)
Create clear, professional charts with Matplotlib: line/bar/scatter/histograms, subplots, annotations, styling, and export patterns.
Jupyter Notebook Detailed Tutorial (Data Science Workflow)
Work effectively in Jupyter: kernels, markdown narratives, reproducibility, debugging, notebook structure, and production handoff practices.
Kaggle Python Course (Practical Fast Track)
A Kaggle-first Python sprint for AI beginners with notebook workflow discipline, practical outputs, and portfolio-ready progress.
Machine Learning Basics (3-4 Weeks + 3 Projects)
Master supervised learning fundamentals with scikit-learn and complete spam detection, sentiment analysis, and tabular prediction projects.
NLP Foundation Roadmap (Transformers + Research)
Build strong NLP foundations with tokenization, embeddings, BERT, Hugging Face, research-reading skills, and multilingual project guidance.
Clean Architecture Template for .NET
Production-ready .NET project template with Clean Architecture, CQRS, and MediatR. Ready to clone and build.
RAG Pipeline Starter Kit
End-to-end Retrieval-Augmented Generation pipeline with document ingestion, vector storage, and LLM integration.
System Design Interview Guide
Comprehensive guide to system design patterns, trade-offs, and real-world architecture decisions.
Azure Deployment Checklist
Pre-deployment checklist for Azure applications — security, monitoring, scaling, and CI/CD configuration.
ETL Pipeline Design Patterns
Common patterns for building reliable data pipelines with Azure Data Factory and Python.
API Security Toolkit
JWT authentication, rate limiting, input validation — all the security middleware you need for production APIs.
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