Recommended for Ages 18+ · College, University & Graduates

Advanced AI Track

From zero to shipping AI SaaS. Heavy coding and production-grade deployment. Ship 3 SaaS products, fine-tune LLMs, and deploy on cloud GPU clusters.

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Pace

📅 2 hours/week live
📝 3–4 hours/week self-work

Outcomes

✔Ship 3 complete SaaS products
✔Understand LLM architecture and production inference
✔Fine-tune models (PEFT/LoRA) and publish to Hugging Face
✔Deploy on cloud GPU clusters with monitoring

Full Curriculum

Quarter 1: Full-Stack Engineering

"I can build anything on the web."

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Month 1: Frontend Mastery

Deliverable: A type-safe interactive web app.

Week	Topic	What You Build
1	HTML5 semantics, accessibility, SEO basics.	A landing page for a product.
2	CSS3: Flexbox, Grid, animations, variables.	A responsive dashboard layout.
3	JavaScript ES6+: async/await, DOM.	An interactive to-do app.
4	TypeScript basics: types, interfaces, generics intro.	Refactor the to-do app to TypeScript.

Month 2: React & Modern Frontend

Deliverable: A Next.js marketing site + dashboard UI.

Week	Topic	What You Build
5	React fundamentals: components, state, hooks.	A job board UI.
6	Next.js app router, SSR/SSG basics.	A blog with markdown support.
7	Tailwind + component systems + dark mode.	A polished SaaS landing page clone.
8	Forms & validation (React Hook Form + Zod).	A multi-step onboarding form.

Month 3: SaaS Product #1 3D Models from Images

Deliverable: SaaS Product #1: 3D generation platform using PIXAL3D, deployed live.

Week	Topic	What You Build
9	Backend basics: FastAPI vs Node.js. Image uploads.	An API for image handling.
10	Integrating PIXAL3D APIs for image-to-3D generation.	Automated 3D model generation.
11	Auth & Stripe billing for 3D model downloads.	A checkout system for assets.
12	Deployment & 3D viewer integration (Three.js).	A deployed 3D SaaS platform.

Quarter 2: Python & AI Core

"I understand the engine under the hood."

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Month 4: Advanced Python for AI

Deliverable: A Python CLI tool + data analysis notebook.

Week	Topic	What You Build
13	OOP deep dive: dataclasses, Pydantic patterns.	A data pipeline class system.
14	Functional Python: decorators, generators, itertools.	A memory-efficient data processor.
15	Async Python: asyncio, concurrent execution.	A scraper that hits 100 URLs in parallel.
16	Python data stack: Pandas/NumPy/Matplotlib/Seaborn.	A data visualization dashboard.

Month 5: PyTorch Building Neural Networks

Deliverable: A trained image model + training log.

Week	Topic	What You Build
17	Tensors, GPU acceleration, autograd.	A tensor math engine on GPU.
18	Neural net from scratch (no nn.Module).	An MNIST digit classifier from scratch.
19	nn.Module, optimizers, training loops.	A proper image classifier with DataLoader.
20	Transfer learning: fine-tune ResNet, save models.	A cat vs dog classifier with strong accuracy.

Month 6: JAX & Distributed Thinking

Deliverable: A JAX benchmark report + a TPU-trained small model.

Week	Topic	What You Build
21	JAX basics: jit/grad/vmap mental model.	A function optimizer using grad.
22	pmap and multi-device programming.	Parallel compute across CPU cores.
23	Why TPUs? TPU vs GPU. JAX on TPU (Colab TPU v2).	Benchmark CPU vs GPU vs TPU.
24	Scaling laws intro: data, compute, and tradeoffs.	A plan: "How I would train a 1B model."

Quarter 3: LLM Engineering & Production AI

"I control the large models."

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Month 7: Hugging Face Ecosystem

Deliverable: A fine-tuned model published on Hugging Face Hub.

Week	Topic	What You Build
25	Transformers: pipelines, tokenizers, model cards.	A sentiment analysis API.
26	Fine-tuning with PEFT/LoRA.	A fine-tuned model for their domain.
27	Datasets library: process 10GB+ efficiently.	A cleaned dataset ready for training.
28	Tokenizers: BPE/WordPiece + training basics.	A tokenizer trained on their own corpus.

Month 8: Local LLMs & Optimization

Deliverable: A local LLM stack (Ollama + UI) running on laptop/VM.

Week	Topic	What You Build
29	Ollama: run modern open models locally.	A local chatbot web UI.
30	Quantization: 4-bit/8-bit loading and tradeoffs.	A quantized model running on 8GB VRAM.
31	Efficient fine-tuning workflows (speed + memory).	A fine-tuned chatbot on cheap compute.
32	vLLM/TGI: production inference servers.	A local inference API serving a 7B model.

Month 9: SaaS Product #2 Video Calling & Learning

Deliverable: SaaS Product #2: AI-powered video calling and learning platform.

Week	Topic	What You Build
33	WebRTC basics & video call integration.	A real-time video chat interface.
34	Real-time audio-to-text transcription models.	Live captions for video calls.
35	AI summarization & learning notes extraction.	Auto-generated study guides from calls.
36	Live deployment of Video AI SaaS.	A live video-learning SaaS.

Quarter 4: Shipping Real Businesses

"I ship products that make money."

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Month 10: SaaS Product #3 OS Level AI Agent

Deliverable: SaaS Product #3: OS level AI agent converting API to Agent.

Week	Topic	What You Build
37	Desktop OS automation & API to Agent patterns.	An agent that controls local OS tools.
38	Agent swarms & system-level control.	A swarm managing files and tasks.
39	Building the desktop agent app (Electron/Tauri).	A native desktop AI agent UI.
40	Payments & SaaS logic for the Agent.	A paid OS-level AI agent service.

Month 11: 3D AI, Edge & Specialized Models

Deliverable: A 3D/multimodal AI feature added to their SaaS.

Week	Topic	What You Build
41	3D AI asset pipelines for web games.	A 3D asset pipeline.
42	Multimodal: vision-language, audio-to-text.	An app that describes images aloud.
43	Edge deployment: ONNX/Transformers.js on web.	A client-side AI feature.
44	Monitoring & observability: logs, analytics.	Production monitoring for their SaaS.

Month 12: Capstone, Scale & Graduation

Deliverable: Demo Day + portfolio-ready GitHub + blog.

Week	Topic	What You Build
45	Performance: caching, CDN, indexing, rate limits.	Scale to 1000 users (stress-tested plan).
46	Security: secrets, XSS/SQLi, audits.	A security audit of their own app.
47	Final build week: polish, docs, README.	The capstone.
48	Demo Day: pitch + live demo.	Graduate with certificate.

Final Deliverables

✔3 deployed SaaS products (live URLs)
✔GitHub with 15+ production-grade repos
✔1 fine-tuned open-source model on Hugging Face
✔1 technical blog post
✔Portfolio site showcasing work

Ready to Build Production AI?

Join the Advanced AI Track and ship 3 SaaS products, fine-tune LLMs, and master production AI.

Book a Demo View Pricing $40/mo