Structured step-by-step guides, free interactive tools, and real-world projects for data, AI, and cloud careers. No courses to buy, no fluff to wade through.
Select your industry, tech stack, and experience level — get a complete, commercial-grade project brief with datasets and a GitHub README template.
Generate my brief →Compare the true financial cost of bootcamps vs. self-study. Inputs: your current salary, target role, and location. Output: net 3-year ROI vs. every pathway.
Calculate my ROI →Tell us your target role and weekly hours — get a personalised week-by-week study schedule with milestones, checkpoints, and a projected job-ready date.
Plan my schedule →
Master financial modeling step-by-step. A complete curriculum covering Excel shortcuts, 3-statement models, DCF valuation, and LBO analysis for analysts.
Want to transition into tech without coding? Learn how to become a Business Analyst in 6 months with this step-by-step roadmap covering Agile, Jira,
Stop getting rejected by resume bots. Learn how to write an ATS-friendly tech resume that lands interviews, featuring real before-and-after bullet points and layout
Master the 20 most frequently tested SQL interview query patterns. Real code solutions for window functions, joins, CTEs, and deduplication.
Skip full-stack programming distractions. This focused roadmap teaches only the 4 essential Python libraries needed for data analysis: NumPy, Pandas, Matplotlib, and Seaborn, with
Use the Career Roadmap Planner to set your role, weekly hours, and target date. Get a week-by-week plan built around your life.
Each guide is sequenced so you build fundamentals before advanced topics. Every skill links to the best free resource — no paid courses.
Use the Portfolio Generator to get a commercial-grade brief matched to your stack and industry — not generic tutorial clones.
Interview guides and salary negotiation tactics are built into every career track. Leave with proof of skills, not another certificate PDF.
We built this because learning resources are scattered and bootcamps are expensive. Every guide is researched against real job postings, every tool is built to answer the question you're actually asking. No gimmicks, no upsells.
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