Business AnalyticsInstitute
The $1,800 program is included with Alpha Intelligence Elite.See membership
A self-paced program in applied AI

Become an AI Generalist.

Most people learning AI collect tutorials. You'll collect a portfolio. Sixteen production-grade projects across generative AI, agents, deep learning, and NLP — built end to end, on your own schedule.

This is the range that companies are short on: someone who can fine-tune a model, stand up an agent, train a network, and ship the result. You finish with proof, not certificates of attendance.

Rated 4.9 / 5 by builders Lifetime access Certificate on completion
Full programSelf-paced
$1,800
· one-time
  • 16 production-grade projects
  • 4 disciplines, beginner to advanced
  • Lifetime access, fully self-paced
  • Verifiable certificate of completion
Enroll in AI Generalist

Included at no extra cost for Alpha Intelligence Elite members.

16
Projects shipped, not watched
04
Disciplines, one generalist
Lifetime access
1:1
Concept to deployed app
Outcomes

Built to be shown, not just studied.

A finished course should leave evidence behind. This one leaves sixteen things that run.

01

A portfolio that proves it

Sixteen finished, demo-ready projects you can put in front of a hiring manager or a client — not toy notebooks that stall at the first real input.

02

The full modern stack

LLMs, fine-tuning, agents, RAG, vector databases, and deep learning — the tools teams are actually hiring for, used the way they're actually used.

03

Range across four disciplines

Generative AI, agents, deep learning, and NLP. A generalist who can move between them is rare, and rarity is leverage.

04

Ship without permission

Every project ends in something that works. You learn to take an idea from prompt to deployed application without waiting on anyone.

The curriculum

Sixteen projects. Four tracks. One generalist.

Each track is four projects, sequenced from approachable to advanced. You don't study concepts in isolation — you build something real in each one, and the difficulty compounds as your portfolio grows.

01

Generative AI

Create with text, image, and multimodal models.

Generate content — text, images, and other media — with modern LLMs and GANs. You move from prompting to fine-tuning models of your own.

1.1

Review Summary & Sentiment Image Generator

Summarize user reviews and generate an emoji-style image that reflects the overall sentiment — happy, neutral, or sad.

Sentiment analysisVisual storytellingUser-feedback representation
1.2

Personalized Resume & Cover Letter Generator

A web app that produces job-specific resumes and cover letters from user inputs using a fine-tuned LLM.

Few-shot learningFine-tuningText generationData preprocessing
1.3

Marketing Copy Generator with Style Selector

A tool that writes ad copy, social captions, and product descriptions in a chosen tone — witty, formal, or persuasive.

Style-conditioned generationPrompt chainingContent A/B testing
1.4

Fine-Tuned LLM for Domain-Specific Content

Train or fine-tune a small LLM (Mistral, LLaMA) to produce marketing content, legal contracts, or technical documentation.

LoRA / PEFT fine-tuningDataset preparationPrompt templating
02

AI Agents

Reason, plan, and act with tools and memory.

Build LLM-based agents that reason, plan, and take action using external tools and long-term memory.

2.1

Autonomous Research Assistant

An agent that takes a research question and independently searches the web, reads documents, and summarizes its findings.

LangChain agentsTool callingWeb scrapingLong-context summarization
2.2

Multi-Agent Task Delegation System

A system where several agents collaborate to plan and execute tasks — book a trip, write blog posts, or analyze competitors.

Multi-agent coordinationTask planningAsync operationsMemory handling
2.3

AI Coding Assistant with Memory

An agent that understands and edits code, answers developer questions, and keeps long-term memory of the project.

Code understandingVector databasesRAGContext management
2.4

Customer Support Agent Simulator

An AI agent that behaves like a human support rep using custom tools, documents, and conversation memory.

Retrieval-augmented generationLangChain toolsHuman-in-the-loop design
03

Deep Learning

Neural networks, CNNs, RNNs, and transformers.

Work with the neural architectures at the core of modern AI — CNNs, RNNs, encoder-decoders, and transformers.

3.1

Image Captioning with CNN + LSTM

A model that generates natural-language descriptions of images.

Transfer learningEncoder-decoder architecturesMultimodal learning
3.2

Human Activity Recognition

A classifier that detects human activity — walking, running, sitting — from wearable time-series sensor data.

RNNsLSTMsTime-series modelingData augmentation
3.3

Chest X-Ray Disease Detection

A deep learning classifier that detects pneumonia and other conditions from chest X-ray images.

Medical imagingCNNsGrad-CAM interpretability
3.4

Neural Style Transfer Web App

An app that applies the artistic style of one image to another using neural style transfer.

Computer visionPre-trained networksCreative AI
04

Natural Language Processing

Language understanding for real applications.

Develop the language-understanding skills behind search, classification, translation, and question answering.

4.1

Legal Document Summarizer with RAG

An NLP tool that summarizes long legal texts using retrieval-augmented generation.

NLP pipelinesVector searchChunking strategiesSummarization
4.2

News Article Topic Classifier

A model that sorts news articles into categories — politics, sports, business, and more.

Text classificationTF-IDF vs embeddingsModel evaluation
4.3

Multi-Language Chat Translation Bot

A real-time chat translator combining APIs with transformer models.

TokenizationMultilingual NLPStreaming text processing
4.4

Question Answering for Custom Documents

An app that answers questions from uploaded PDFs or a private knowledge base.

Embedding generationContext retrievalSemantic searchRAG
Two ways in

Buy the program. Or become a member and get it free.

The AI Generalist program is a serious, one-time investment. It's also the flagship benefit of an Alpha Intelligence Elite membership — which is why most builders start there.

AI Generalist
$1,800
· one-time

The complete program, on its own.

  • All 16 projects across 4 tracks
  • Lifetime, self-paced access
  • Verifiable certificate of completion
  • Every future update to the program
Enroll for $1,800
Best value
Alpha Intelligence Elite
$159
/ year

Everything above, included — plus standing.

  • $1,800 The full AI Generalist program — included
  • Frontier research briefings as they land
  • Model teardowns and applied breakdowns
  • The private member community
  • Renews yearly · cancel anytime
The $1,800 program — included free with membership.
Join Elite — $159/yr

Most builders start with Elite. Same program, a fraction of the price, and you keep learning long after the last project ships.

From builders

The work holds up in the room.

"
I'd done a dozen tutorials and still couldn't ship anything. This was the first time the projects added up to a portfolio I was proud to send out. Two interviews referenced it directly.
PN
Priya N.
ML Engineer
"
The agents track alone was worth it. I rebuilt a chunk of our internal support tooling from what I learned in the multi-agent project. Paid for itself in a weekend.
MD
Marcus D.
Founder, early-stage SaaS
"
Clear, serious, and genuinely end to end. The fine-tuning and RAG projects finally made the concepts click instead of staying abstract. The pacing respects your time.
LK
Lena K.
Data Scientist
FAQ

Questions, answered plainly.

Still deciding? The membership path is the one most people pick — and the reason is in the second answer.

Is this really self-paced?
Yes. There are no cohorts, no live calls, and no deadlines. You get lifetime access the moment you enroll and move through the sixteen projects on your own schedule.
I'm an Alpha Intelligence Elite member. Do I pay $1,800?
No. Full access to the AI Generalist program is included in your Elite membership at no additional cost. Sign in with your member account and start the first project today.
What's the difference between buying the course and joining Elite?
The program on its own is a one-time $1,800. Alpha Intelligence Elite is $159 a year and includes the full program plus ongoing frontier research briefings, model teardowns, and the private member community — which is why most people start there.
Do I need prior experience?
The series runs from beginner to advanced. Early generative-AI projects assume only basic Python; later agent, deep learning, and fine-tuning work builds on what you've shipped along the way.
What will I need to build the projects?
A laptop and free or low-cost API tiers are enough to complete every project. Each one includes setup guidance, starter structure, and notes on the models and libraries it uses.
Do I get a certificate?
Yes. You receive a verifiable certificate of completion once you finish the program, along with your portfolio of sixteen projects.
Start now

Sixteen projects from now, you're a different candidate.

Enroll in the program outright, or join Alpha Intelligence Elite and get it included — along with everything we publish next.

Program: pay once, lifetime access · Elite: $159/year, cancel anytime