Mammoth Club All levels 127 sections 496 lectures

The Complete AI App Builder Masterclass Bundle

Build apps that pay you while you sleep! no CS degree, no senior dev required.

01
Skill level
All levels
02
Sections
127
03
Lectures
496
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Instructor
Team Mammoth
What's inside

This course includes.

127
Sections
496
Lectures
436
Resources
32
Quizzes
Certificate of completion
Included
Mobile and desktop access
Included
AI learning assistance
Included
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Course content

Curriculum & lectures.

1 sections · 1 lectures
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Description

About this course.

Most developers write code. The dangerous ones build systems and let AI do the heavy lifting.

There's a version of software development that looks like this: hours staring at documentation, debugging errors you don't understand, copy-pasting Stack Overflow solutions and hoping they work, and churning out web apps that look like they were designed in 2009.

There's another version. One where you describe what you want and watch it appear. Where your AI pair-programmer catches errors before you do. Where machine learning models that used to require a PhD are built in an afternoon. Where you're not just writing code, you're directing intelligent systems that write it with you.

This bundle is the second version.

Welcome to the AI Developer Stack.

Four pillars. One complete curriculum. Everything you need to go from developer to AI-powered builder.

Lovable AI. The fastest way to turn an idea into a fully functional, beautifully designed web application without wrestling with boilerplate for days.

Cursor AI. The coding environment built for the AI era. Smarter completions, intelligent prompting, productivity automation, and a workflow that compounds your output without compounding your hours.

Machine Learning with Python. Not theory. Not toy datasets. Real predictive models for business decisions, customer segmentation, stock prediction, and scalable ML systems — built with Python and Cursor AI as your co-pilot.

Generative AI from Scratch. The course most developers never take. Build transformer architectures, attention layers, and NLP models from the ground up. Not using someone else's API building the engine itself.

The Shift: From Developer to Architect

The developers who will define the next decade aren't the ones who can write the most code from memory. They're the ones who know which AI to use, how to direct it, and how to build the systems underneath it.

That requires two things most developers only have one of: fluency with AI-assisted tooling and deep understanding of what's happening under the hood.

This bundle gives you both.

  • ⚡ The Vibe Coding Edge: With Lovable AI, go from blank canvas to full-stack web application complete with Stripe subscriptions, LLM content generation, and production-ready UI faster than most developers can finish their project setup.

  • đŸ–Ĩī¸ The Cursor Advantage: Stop treating your IDE like a text editor. Learn the interface tips, shortcuts, prompting strategies, and extensions that turn Cursor into a development force multiplier. Then apply it to VBA, web apps, APIs, and machine learning all in one environment.

  • 📈 The ML Business Edge: Predictive modeling. Customer segmentation. Stock price prediction. Real-time ML inference. Scalable ML systems. Business decision-making with data. This isn't academic machine learning it's ML that moves revenue.

  • 🧠 The Generative AI Moat: While everyone else is calling APIs, you'll understand what's inside them. Build transformer architectures, multi-head attention layers, positional encoders, and NLP chatbots from raw Python. This is the knowledge that separates senior AI engineers from everyone else.

The Problem We Solve: The Gap Between "Using AI" and "Building With AI"

Most developers have started using AI tools. A smaller number have integrated them properly into their workflow. An even smaller number understand what those tools are actually doing and can build similar systems themselves.

That third tier is where the real leverage lives. It's where you can debug AI systems because you understand the architecture. It's where you can build custom ML pipelines because you've built the models from scratch. It's where "I can't do that" stops being an answer.

This bundle closes the gap between all three tiers.

The Curriculum

Chapter 1: Build Web Apps at the Speed of Thought with Lovable AI 

The era of spending weeks on boilerplate is over.

  • Fullstack Web App Development with Lovable AI — From zero to deployed full-stack application. Save/edit functionality, LLM content generation, Stripe subscription integration, and production-ready UI — all without leaving the Lovable environment.

  • UI Design with Lovable AI — Build stunning, professional interfaces for real-world clients. Learn the design workflow that turns ideas into pixel-perfect products.

  • Build Your Own Revenue App — Don't just learn to build. Learn to build things that make money. Subscription models, Stripe integration, and scalable app architecture from day one.

Chapter 2: Master Cursor AI From Shortcuts to Scalable Systems 

Your IDE should work as hard as you do.

  • Cursor AI Fundamentals for Productivity Automation — Interface mastery, keyboard shortcuts, prompting strategies, documentation generation, extensions, and VBA automation. The complete productivity toolkit for the modern developer.

  • Web Development with Cursor AI — Build interactive web apps, integrate external APIs, construct Tkinter UIs, and manage social media automation with Cursor as your development co-pilot.

Chapter 3: Machine Learning That Actually Matters 

Real predictive models. Real business applications. Real results.

  • Build Machine Learning with Python and Cursor AI — Predictive modeling for business growth, customer segmentation, ML-powered product features, and data-driven decision making.

  • Predictive ML: From Theory to Practice — Bridge the gap between understanding and execution.

  • Real-Time Predictive Machine Learning— Build models that infer in production, not just in notebooks.

  • Foundations of Predictive AI — Solid theoretical grounding that makes every practical application stronger.

  • Advanced Techniques in Predictive AI Modeling — Go beyond baseline models into the methods that actually win in the real world.

  • Building Scalable Predictive ML Systems — Architecture patterns for ML systems that hold up at scale.

  • Predictive ML for Business Decision Making — The capstone: apply everything to real business strategy.

Chapter 4: Predict the Market 

One of the most demanding ML applications mastered end to end.

  • Build Predictive Stock ML with Python and Cursor AI — Linear regression, polynomial regression, logistic regression, isotonic regression, decision trees, random forests, K-nearest neighbors, clustering classification, and deep learning including a Bernoulli Restricted Boltzmann Machine and a full neural network classifier. Built on real stock data, with Python and Cursor AI throughout.

Chapter 5: Build Generative AI from Scratch 

The course that takes you from "user of AI" to "builder of AI."

  • Build Generative AI from Scratch with Python — Transformer architecture, tokenization, multi-head attention, positional encoding, input encoders, decoders, TensorFlow model training, and a fully functional NLP chatbot. Built from raw Python. No API wrappers. No shortcuts. Just genuine understanding of how generative AI actually works.

Ready to start building?

Build apps that pay you while you sleep! no CS degree, no senior dev required.

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