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Build the layer that makes AI fast on hardware — the layer of the AI-infrastructure stack that sits closest to the hardware.

Related roles: GPU Kernel Engineer, ML Systems / Inference Engineer …

6 phases · 48 projects

Build ML engineering skills through projects you can show and explain: data foundations (NumPy, pandas, viz, SQL), classical machine learning with honest evaluation, deep learning (CNNs, RNNs, transf…

Related roles: ML Engineer, Data Scientist …

6 phases · 49 projects

Build production LLM applications the way modern teams actually do: structured outputs, RAG, agents, tool use, evals, and MCP.

Related roles: AI Engineer, LLM Application Developer …

4 phases · 17 projects

Build production backends: REST and GraphQL APIs, relational and cached data, auth, background jobs, testing, and system design.

Related roles: Backend Engineer, API Engineer …

4 phases · 19 projects

Build the whole stack that sits underneath a language model API, on the laptop you already own.

Related roles: Machine Learning Engineer (training and inference), LLM Infrastructure / Inference Engineer …

7 phases · 17 projects · 17 videos

Learn C the way the systems world actually uses it — as the portable assembly that the Linux kernel, device drivers, embedded firmware, databases, and network stacks are written in.

Related roles: Systems / Kernel Engineer, Embedded / Firmware Engineer …

6 phases · 48 projects · 48 videos

Learn how the software that runs the buy side and sell side actually works — by rebuilding it.

Related roles: Trading Systems Engineer (Buy-Side), OMS/EMS Platform Engineer …

6 phases · 48 projects

Go beneath the language to the machine itself — the layer that separates a generic software engineer from a low-latency systems engineer.

Related roles: Low-Latency / HFT Engineer, AI-Chip / Kernel Engineer (foundation) …

6 phases · 48 projects

Learn C++ from the very first line of code to modern, idiomatic C++17/20 — the systems language that the shared core (data structures, computer architecture, performance) and the AI-chip branch are a…

Related roles: C++ Developer, Low-Latency / HFT Engineer (foundation) …

6 phases · 48 projects · 48 videos

Operate and ship software at scale: Linux, containers, CI/CD, infrastructure-as-code, cloud, observability, and the data-engineering basics (pipelines, warehouses).

Related roles: DevOps Engineer, Cloud Engineer …

4 phases · 16 projects

Turn your C++ fluency into problem-solving power.

Related roles: Software Engineer (technical interview preparation), Low-Latency / HFT Engineer (foundation) …

6 phases · 48 projects

Walk into a messy workflow.

Related roles: Forward Deployed AI Engineer, Applied AI Engineer (customer-facing) …

8 phases · 12 projects

Modern frontend you can show and explain: from Git and HTML/CSS to JavaScript, TypeScript, React and Next.js, built through 90+ projects that become a live portfolio.

Related roles: Frontend Engineer, React Developer …

5 phases · 72 projects

Advanced, production-grade Next.js across eight phases and a deployable capstone: routing and the server/client boundary, forms and validation, data fetching with React Query, a reusable UI library,…

Related roles: Frontend Engineer, Next.js Developer …

8 phases · 88 projects

Full-stack product engineering: build complete products end-to-end — frontend, backend, database, auth, and deployment — using Next.js full-stack.

Related roles: Full-Stack Engineer, Software Engineer …

4 phases · 16 projects

Engineer software where nanoseconds are money.

Related roles: Low-Latency C++ Engineer (HFT), Trading Systems Engineer …

6 phases · 48 projects

Build the mathematical spine that low-level and quantitative work relies on — from a true-zero start, learning by writing tiny programs that compute and verify each idea.

Related roles: Quant Trader (foundation), ML/AI-Systems Engineer (foundation) …

6 phases · 48 projects

Make code fast by making it parallel.

Related roles: AI-Chip / GPU Kernel Engineer (foundation), HPC / Performance Engineer …

6 phases · 48 projects

Master the Python language end-to-end through projects: fundamentals, idiomatic and functional Python, object-oriented design, packaging and environments, the standard library, and concurrency, perfo…

Related roles: Python Developer, Software Engineer …

6 phases · 48 projects

Build the pipelines and automation that power real systems with Python: scripting and CLI tools, web scraping and data acquisition, data engineering (ETL, validation, warehousing), big data and orche…

Related roles: Data Engineer, Automation Engineer …

5 phases · 43 projects

Build production web backends and full-stack apps in Python: HTTP and ASGI foundations, REST APIs with FastAPI, databases and ORMs (SQLAlchemy, Django), authentication and security, async and real-ti…

Related roles: Backend Engineer (Python), Full-Stack Engineer (Python) …

6 phases · 45 projects

Build the software a systematic research desk runs on, and be able to prove every number it prints.

Related roles: Quant Developer, Research Engineer (systematic trading) …

6 phases · 48 projects · 48 videos

Practise the quantitative reasoning that trading interviews test.

Related roles: Quant Trader (Prop / HFT), Trading Intern / Junior Trader …

6 phases · 48 projects

Make C++ move in the physical world.

Related roles: Robotics Software Engineer, Humanoid / Controls Engineer …

6 phases · 48 projects