Harvard
CS50x: Computer Science
Master memory pointers and data structures in C before building full-stack apps in Python and SQL.
Free courses that
actually upgrade your resume.
Enterprise applicant tracking systems rank candidates using semantic entity extraction. By completing official open-source curriculums, you can place trusted institutional names on your resume at zero cost.
The 4 Flagships
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PortSwigger
Web Security & Hacking
The #1 ethical hacking platform on the internet. Exploit and patch real vulnerable web servers.
NYU Stern
Corporate Finance
Learn intrinsic equity valuation, cost of capital, and DCF modeling from Wall Street's Dean of Valuation.
Karpathy AI
Neural Networks
Taught by OpenAI co-founder Andrej Karpathy. Code backpropagation, BPE tokenizers, and GPT from scratch.
Where to put courses
on your resume.
ATS parsers look for specific nouns in specific sections. Stop putting online courses in your education block and use this structural timeline instead.
1
Output goes in "Projects"
Recruiters hire for shipped work, not video completion. Place the DCF model, penetration test log, or codebase you built inside your Projects & Research section so ATS parsers weight the technical nouns correctly.
Target Section: Projects
Intrinsic Equity & DCF Valuation Model
• Built dynamic Discounted Cash Flow (DCF) models, WACC calculations, and intrinsic equity valuations applying NYU Stern financial frameworks.
2
Names go in "Certifications"
List the institution and official track title under Certifications. Enterprise parsers recognize entities like Harvard, MIT, and Cisco without confusing them with your university degree.
Target Section: Certifications
• Harvard University (CS50x) — Computer Science Certificate
• PortSwigger Academy — Offensive Application Security
3
Never in "Education"
Your Education block is strictly for formal degrees. Listing a free online course there makes hiring managers think you are misrepresenting enrollment and flags background verification checks.
Target Section: Education
✓ Keep: B.S. in Computer Science (2022 – 2026)
✗ Remove: Harvard University — CS50x Online Course
Track 01
Cybersecurity & Ethical Hacking
Penetration testing, OWASP exploitation, network defense, and x86 reverse engineering.
Target Roles:Penetration TesterAppSec EngineerSOC AnalystSecurity Researcher
PortSwigger
PortSwigger Web Security Academy
The undisputed gold standard for web penetration testing. Exploit live vulnerable servers covering SQL Injection, XSS, SSRF, JWT, OAuth, and HTTP Request Smuggling.
Start Free Course ↗Ready-to-Paste Bullet
"• Identified and remediated OWASP Top 10 vulnerabilities including SQLi, XSS, SSRF, and broken authentication across live web architectures."
↳ Paste under Projects & Research
Unlocked ATS Keywords
Cisco Networking Academy
Cisco Ethical Hacker & Offensive Security
Official offensive security training from Cisco. Covers reconnaissance, network scanning, enumeration, social engineering, wireless exploitation, and post-exploitation reporting.
Start Free Course ↗Ready-to-Paste Bullet
"• Executed end-to-end network vulnerability assessments, packet analysis, and authorized penetration tests utilizing Nmap, Wireshark, and Metasploit."
↳ Paste under Projects & Research
Unlocked ATS Keywords
OpenSecurityTraining2
Arch1001: x86-64 Assembly & Reverse Engineering
Where senior exploit developers and malware analysts train. Teaches low-level x86-64 assembly, stack frames, Ghidra/IDA disassembly, firmware security, and kernel internals.
Start Free Course ↗Ready-to-Paste Bullet
"• Reverse-engineered compiled x86-64 binaries and analyzed stack memory corruption vulnerabilities using Ghidra and low-level debugging tools."
↳ Paste under Projects & Research
Unlocked ATS Keywords
SANS Institute
SANS Cyber Aces: OS, Networking & System Administration
Authored by the SANS Institute. Builds the core defensive triad required for SOC analysts and blue-team engineers: Linux CLI internals, TCP/IP packet crafting, and PowerShell defense.
Start Free Course ↗Ready-to-Paste Bullet
"• Hardened Linux and Windows server environments, analyzed TCP/IP packet anomalies, and automated incident triage workflows using Bash and PowerShell."
↳ Paste under Projects & Research
Unlocked ATS Keywords
Track 02
Software, Cloud & Distributed Systems
Memory management, full-stack TypeScript, Kubernetes, and distributed consensus.
Target Roles:Software EngineerFull-Stack DeveloperCloud / DevOps EngineerBackend Architect
Harvard University
CS50x: Introduction to Computer Science
The gold standard computer science foundation. Master pointers, memory allocation, and data structures in C before moving up to Python, SQL, and web engineering.
Start Free Course ↗Ready-to-Paste Bullet
"• Engineered full-stack applications and implemented low-level data structures (hash tables, tries) in C and Python via Harvard CS50x."
↳ Paste under Projects & Research
Unlocked ATS Keywords
University of Helsinki
Full Stack Open: Modern Web Engineering
Drops you straight into production React, TypeScript, Node.js, GraphQL, PostgreSQL, Docker, and automated CI/CD pipelines—backed by official university credits.
Start Free Course ↗Ready-to-Paste Bullet
"• Architected single-page applications (SPAs) using React, TypeScript, Node.js, and GraphQL with automated Docker and CI/CD workflows."
↳ Paste under Projects & Research
Unlocked ATS Keywords
MIT CSAIL
MIT 6.824: Distributed Systems Engineering
The legendary MIT graduate course that separates senior backend engineers from juniors. Implement MapReduce, Raft consensus, and sharded fault-tolerant storage in Go.
Start Free Course ↗Ready-to-Paste Bullet
"• Engineered a fault-tolerant distributed key-value store and Raft consensus protocol in Go with automated leader election and state replication."
↳ Paste under Projects & Research
Unlocked ATS Keywords
The Linux Foundation
LFS158x: Introduction to Kubernetes & Cloud Native
Authored by the Cloud Native Computing Foundation (CNCF). Essential for backend, DevOps, and SRE candidates who need to pass enterprise container orchestration screens.
Start Free Course ↗Ready-to-Paste Bullet
"• Orchestrated containerized microservices, managed cluster deployments, and configured fault-tolerant scaling policies using Kubernetes and Docker."
↳ Paste under Projects & Research
Unlocked ATS Keywords
Amazon Web Services
AWS Cloud Practitioner Essentials
Official engineering curriculum from AWS. Covers IAM security policies, VPC networking, EC2 compute, S3 storage, and serverless Lambda execution.
Start Free Course ↗Ready-to-Paste Bullet
"• Designed fault-tolerant cloud infrastructure utilizing AWS core services including EC2, S3, Serverless Lambda, VPC, and IAM security policies."
↳ Paste under Projects & Research
Unlocked ATS Keywords
Track 03
AI, LLMs & Data Science
PyTorch neural networks, LLM fine-tuning, Stanford ML math, and SQL analytics.
Target Roles:AI / ML EngineerData ScientistLLM EngineerData Analyst
Andrej Karpathy
Neural Networks: Zero to Hero (Building GPT from Scratch)
Taught by OpenAI co-founder Andrej Karpathy. Build backpropagation, Byte-Pair Encoding tokenizers, BatchNorm, and a full GPT Transformer from a blank Python file.
Start Free Course ↗Ready-to-Paste Bullet
"• Implemented a custom autograd engine, Byte-Pair Encoding tokenizer, and GPT decoder-only Transformer architecture from scratch in PyTorch."
↳ Paste under Projects & Research
Unlocked ATS Keywords
Stanford University
Stanford CS229: Machine Learning
Stanford's flagship graduate machine learning course. Covers generalized linear models, SVMs, EM algorithms, PCA, independent component analysis, and reinforcement learning.
Start Free Course ↗Ready-to-Paste Bullet
"• Developed statistical machine learning algorithms including SVMs, Expectation-Maximization, and dimensionality reduction (PCA) under Stanford CS229 frameworks."
↳ Paste under Projects & Research
Unlocked ATS Keywords
Hugging Face
The Hugging Face LLM & NLP Engineering Course
Learn directly from the maintainers of Hugging Face how to tokenize datasets, fine-tune open-weight LLMs with LoRA/PEFT, and deploy RAG inference pipelines.
Start Free Course ↗Ready-to-Paste Bullet
"• Fine-tuned pre-trained Transformer models with LoRA and built custom tokenization pipelines for LLM workloads using the Hugging Face ecosystem."
↳ Paste under Projects & Research
Unlocked ATS Keywords
Kaggle (Google)
Kaggle Data Science, Pandas & Advanced SQL
Zero video bloat. Write real SQL window functions, Pandas data wrangling, and Scikit-Learn/XGBoost models inside live interactive Jupyter notebooks.
Start Free Course ↗Ready-to-Paste Bullet
"• Executed exploratory data analysis (EDA), complex SQL window aggregations, and predictive modeling pipelines using Python, Pandas, and SQL."
↳ Paste under Projects & Research
Unlocked ATS Keywords
Track 04
Management & Product
Roadmaps, unit economics, and executive strategy.
Target Roles:Product ManagerFounder's AssociateStrategy ConsultantProgram Lead
Y Combinator
Y Combinator Startup School & Product Track
Taught by the partners behind Stripe, Airbnb, and DoorDash. Measure cohort retention, run unbiased user interviews, prioritize product roadmaps, and drive unit economics.
Start Free Course ↗Ready-to-Paste Bullet
"• Defined product roadmap prioritization, cohort retention metrics, and Go-To-Market (GTM) execution frameworks utilizing Y Combinator product methodologies."
↳ Paste under Projects & Research
Unlocked ATS Keywords
MIT Sloan
Competitive Strategy & Corporate Management
The strategic framework taught to MIT Sloan MBAs. Covers industry structure analysis, game theory in pricing, value-chain moats, and corporate resource allocation.
Start Free Course ↗Ready-to-Paste Bullet
"• Conducted competitive moat analysis, value-chain optimization, and strategic market sizing using MIT Sloan quantitative frameworks."
↳ Paste under Projects & Research
Unlocked ATS Keywords
Atlassian University
Agile, Scrum & Jira Product Operations
Master Agile sprint planning, backlog grooming, and velocity tracking directly from Atlassian to immediately satisfy enterprise PM operational filters.
Start Free Course ↗Ready-to-Paste Bullet
"• Led cross-functional Agile sprints, backlog prioritization, and release velocity tracking across engineering and design teams using Jira."
↳ Paste under Projects & Research
Unlocked ATS Keywords
Mind the Product
Product-Led Growth (PLG) & Product Analytics
Built by Mind the Product. Focuses on Product-Led Growth (PLG), feature adoption analytics, user onboarding friction removal, and quantitative product discovery.
Start Free Course ↗Ready-to-Paste Bullet
"• Designed Product-Led Growth (PLG) onboarding flows and feature adoption telemetry to increase activation rates and reduce time-to-value."
↳ Paste under Projects & Research
Unlocked ATS Keywords
Track 05
Finance, Valuation & Wall St
DCF modeling, capital markets, and 3-statement mechanics.
Target Roles:Investment Banking AnalystFP&A AnalystCorporate DevelopmentEquity Research
NYU Stern (Aswath Damodaran)
Corporate Finance & Equity Valuation
Aswath Damodaran is known on Wall Street as the 'Dean of Valuation.' Access his entire NYU Stern MBA valuation curriculum, spreadsheets, and DCF models for free.
Start Free Course ↗Ready-to-Paste Bullet
"• Built dynamic Discounted Cash Flow (DCF) models, WACC calculations, and intrinsic equity valuations applying NYU Stern financial frameworks."
↳ Paste under Projects & Research
Unlocked ATS Keywords
Yale University
Financial Markets & Institutional Risk (ECON 252)
Taught by Nobel Prize winner Robert Shiller. Deep dive into capital markets, CAPM portfolio theory, behavioral finance, risk management, and options pricing.
Start Free Course ↗Ready-to-Paste Bullet
"• Analyzed capital market inefficiencies, portfolio risk pricing (CAPM), and derivative instruments under Yale ECON 252 frameworks."
↳ Paste under Projects & Research
Unlocked ATS Keywords
Corporate Finance Institute
3-Statement Financial Modeling & Accounting
Master linking the Income Statement, Balance Sheet, and Cash Flow Statement dynamically in Excel for Investment Banking, FP&A, and Private Equity screens.
Start Free Course ↗Ready-to-Paste Bullet
"• Constructed integrated 3-statement financial models, cash flow forecasts, and EBITDA variance analyses to support FP&A decision-making."
↳ Paste under Projects & Research
Unlocked ATS Keywords
MIT Sloan
MIT 15.401: Finance Theory & Capital Budgeting
Taught by MIT Prof. Andrew Lo. Covers fixed-income valuation, equities, capital budgeting, derivatives, and modern corporate treasury risk management.
Start Free Course ↗Ready-to-Paste Bullet
"• Modeled NPV/IRR capital budgeting scenarios, fixed-income yield curves, and arbitrage pricing strategies using MIT Sloan 15.401 frameworks."
↳ Paste under Projects & Research
Unlocked ATS Keywords
Track 06
Growth, Marketing & RevOps
GA4 telemetry, CRM pipelines, and technical search acquisition.
Target Roles:Growth Marketing ManagerRevOps SpecialistTechnical SEO LeadDemand Gen
Google Skillshop
Google Analytics 4 (GA4) Official Certification
The single most requested hard skill in digital marketing and growth job descriptions. Configure event-based telemetry, conversion funnels, and attribution models.
Start Free Course ↗Ready-to-Paste Bullet
"• Configured GA4 event telemetry, conversion funnel diagnostics, and multi-channel attribution models to optimize Customer Acquisition Cost (CAC)."
↳ Paste under Projects & Research
Unlocked ATS Keywords
HubSpot Academy
Revenue Operations (RevOps) & CRM Architecture
Master CRM pipeline architecture, lifecycle stage automation, and Revenue Operations—directly queried by recruiting databases across B2B SaaS companies.
Start Free Course ↗Ready-to-Paste Bullet
"• Architected automated CRM lead lifecycles, multi-touch attribution workflows, and B2B demand generation funnels certified via HubSpot Academy."
↳ Paste under Projects & Research
Unlocked ATS Keywords
Ahrefs Academy
B2B Technical SEO & Organic Acquisition Engine
Teaches programmatic keyword intent mapping, technical crawl optimization, backlink acquisition, and content ROI modeling without theoretical fluff.
Start Free Course ↗Ready-to-Paste Bullet
"• Executed technical SEO audits, search-intent keyword clustering, and organic acquisition strategies to scale non-paid search traffic."
↳ Paste under Projects & Research
Unlocked ATS Keywords
Google Skillshop
Google Ads Search & Performance Max Certification
Proves mastery over paid acquisition unit economics, automated Smart Bidding, Quality Score optimization, and Return on Ad Spend (ROAS) modeling.
Start Free Course ↗Ready-to-Paste Bullet
"• Managed paid search acquisition campaigns, automated bidding strategies, and keyword negative-match architectures to maximize ROAS."
↳ Paste under Projects & Research
Unlocked ATS Keywords
Track 07
UX & Design Systems
Tokenized variables, Auto-Layout, WCAG accessibility, and DOM physics.
Target Roles:Product Designer (UI/UX)Design Systems LeadInteraction DesignerFrontend Designer
Figma Education
Design Systems, Tokens & Auto-Layout Architecture
Senior product design teams hire systems thinkers who understand tokenized variables, responsive Auto-Layout constraints, component variants, and engineering handoff.
Start Free Course ↗Ready-to-Paste Bullet
"• Engineered scalable Figma design systems utilizing tokenized variables, multi-state component variants, and WCAG-compliant accessibility standards."
↳ Paste under Projects & Research
Unlocked ATS Keywords
Webflow University
Interactive Web Architecture & Motion Design
Bridges visual UI design and real browser physics—teaching CSS Grid, Flexbox, 3D transforms, keyframe motion choreography, and CMS architecture.
Start Free Course ↗Ready-to-Paste Bullet
"• Designed and deployed responsive, motion-rich web interfaces utilizing CSS Grid, custom keyframe interactions, and semantic DOM architecture."
↳ Paste under Projects & Research
Unlocked ATS Keywords
W3C Consortium
W3C WAI: Digital Accessibility & Inclusive UI
Enterprise SaaS companies legally require WCAG compliance. Master semantic ARIA roles, keyboard focus management, and color-contrast systems directly from W3C.
Start Free Course ↗Ready-to-Paste Bullet
"• Audited and remediated product interfaces for WCAG 2.2 AA compliance, implementing semantic ARIA landmarks and keyboard navigation flows."
↳ Paste under Projects & Research
Unlocked ATS Keywords