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Explore requirements, a personalized roadmap, free learning material and projects for each career. Resume evidence and self-reported learning progress stay separate.

18 career paths

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CAREER GUIDE

Python Backend Developer

Build APIs and reliable server-side applications.

Required skills

Python ×3SQL ×2Flask ×2REST API ×2Git ×1
Portfolio project idea

Build a Flask API with PostgreSQL, input validation and automated tests.

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CAREER GUIDE

Frontend Developer

Create responsive and accessible web interfaces.

Required skills

HTML ×2CSS ×2JavaScript ×3React ×2Git ×1
Portfolio project idea

Build a responsive React dashboard with forms, API calls and keyboard navigation.

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CAREER GUIDE

Data Analyst

Turn raw data into reports that support decisions.

Required skills

SQL ×3Excel ×2Python ×2Pandas ×2Data Visualization ×1
Portfolio project idea

Analyze a public dataset, write SQL queries and present a dashboard with conclusions.

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CAREER GUIDE

Machine Learning Intern

Prepare data and evaluate simple predictive models.

Required skills

Python ×3Machine Learning ×3Scikit-learn ×2NumPy ×1Statistics ×1
Portfolio project idea

Train a classifier on a public dataset with separate test data and a confusion matrix.

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CAREER GUIDE

QA Engineer

Test software and document reproducible defects.

Required skills

Testing ×3Selenium ×2Postman ×2Python ×2Git ×1
Portfolio project idea

Create a test plan, automate browser tests and test a REST API with Postman.

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CAREER GUIDE

Cloud Support Associate

Support cloud services and troubleshoot systems.

Required skills

Linux ×3AWS ×3Networking ×2Docker ×1Python ×1
Portfolio project idea

Deploy a small containerized application and document networking and log troubleshooting.

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CAREER GUIDE

UI/UX Designer

Design interfaces based on user needs.

Required skills

Figma ×3UI/UX ×3Prototyping ×2User Research ×2
Portfolio project idea

Interview three users, build wireframes in Figma and run a usability test.

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CAREER GUIDE

Cybersecurity Analyst

Understand network security and inspect incident evidence.

Required skills

Cybersecurity ×3Networking ×2Linux ×2Wireshark ×2SIEM ×1
Portfolio project idea

Use an authorized local lab to inspect network traffic and create an incident report.

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CAREER GUIDE

Full Stack Developer

Connect accessible web interfaces to secure APIs and relational data.

Required skills

HTML ×3CSS ×3JavaScript ×2React ×2Python ×2SQL ×2REST API ×2Git ×2
Portfolio project idea

Connect React to a Flask API and relational database.

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CAREER GUIDE

Software Engineer

Design maintainable software, reason about algorithms and test system behavior.

Required skills

Python ×3Data Structures ×3Software Design ×2Testing ×2Git ×2
Portfolio project idea

Design modular interfaces, persistence and regression tests.

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CAREER GUIDE

Data Scientist

Explore data, design experiments and communicate defensible model-based insights.

Required skills

Python ×3SQL ×3Statistics ×2Pandas ×2Machine Learning ×2Model Evaluation ×2
Portfolio project idea

State a hypothesis, confounders and an analysis plan.

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CAREER GUIDE

AI/ML Engineer

Engineer model training and production inference, beyond beginner experimentation.

Required skills

Python ×3Machine Learning ×3Model Evaluation ×2Deep Learning ×2Model Serving ×2
Portfolio project idea

Compare a neural model against a baseline and inspect failures.

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CAREER GUIDE

DevOps Engineer

Automate software delivery and operate services with reliable feedback loops.

Required skills

Linux ×3Networking ×3Git ×2Docker ×2CI/CD ×2Terraform ×2
Portfolio project idea

Test and build artifacts with protected deployment gates.

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CAREER GUIDE

Cloud Engineer

Design and provision secure, observable cloud infrastructure.

Required skills

Cloud Fundamentals ×3AWS ×3Networking ×2Linux ×2Terraform ×2
Portfolio project idea

Build reusable modules and review plans without billable deployment.

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CAREER GUIDE

Business Analyst

Clarify stakeholder needs and translate business questions into testable requirements.

Required skills

Business Analysis ×3Communication ×3Excel ×2SQL ×2
Portfolio project idea

Write a metric dictionary and query an example dataset.

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CAREER GUIDE

Mobile App Developer

Build accessible mobile experiences that handle offline use and device constraints.

Required skills

Mobile Development ×3Flutter ×3REST API ×2Testing ×2Git ×2
Portfolio project idea

Handle sync conflicts, permissions and connectivity failures.

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CAREER GUIDE

SOC Analyst

Triage alerts, correlate logs and escalate incidents using operational playbooks.

Required skills

Networking ×3Linux ×3SIEM ×2Threat Detection ×2Incident Response ×2
Portfolio project idea

Test alert rules and document false positives.

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CAREER GUIDE

MLOps Engineer

Automate reproducible ML pipelines, model delivery and monitoring.

Required skills

Machine Learning ×3Python ×3Docker ×2CI/CD ×2MLflow ×2ML Pipelines ×2
Portfolio project idea

Add quality checks and a model promotion gate.

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Career recommendations and learning timelines are educational guidance based on your resume and selected goals. They are not guarantees of employment or professional competency.