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Free Download Maven - How AI & LLMs Work A Fast-Track Crash Course for Busy Professionals
Released 1/2026
By Ishan Anand
MP4 | Video: h264, 1920x1080 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English | Duration: 6 Lessons ( 8h 9m ) | Size: 1.87 GB
Master AI Concepts with a Real LLM Implemented Entirely in a Spreadsheet. No Complex Math. Just Clarity.
Skip the mountains of prep work and learn how AI works in just a few hours
"Despite being a student in Harvard's Master's in Data Science program, I've struggled to understand the concepts that make LLMs so impressive. This class gave me the answers." - Tony
"Ishan takes a black box, rips it apart to understandable compartments, and clearly communicates what is going on. Highly recommend." - Joe, CFO
Why This Course Stands Out
You already know how vital AI is to your career-it's in every conversation, project, and strategy session. But diving into AI feels daunting with limited time for self-study or complex programming.
That's where this course comes in. Skip the endless prep work and gain an intuitive, hands-on understanding of AI and transformers in just a few hours-without needing an advanced degree.
No other course offers such an interactive, fast, and in-depth technical understanding of AI using an actual GPT-2 model, all using an easy-to-learn spreadsheet interface.
Perfect for Busy STEM Professionals
Whether you're a developer, technical manager, or executive, this course demystifies AI and teaches you exactly how Large Language Models (LLMs) like GPT-2 work, with no prerequisites beyond a STEM background.
It's ideal for
• Software/Web Developers seeking an easy introduction to machine learning.
• Science & Tech Professionals navigating AI transformations in their fields.
• Technical Sales/Marketing crafting messaging for AI products.
• Product/Project Managers overseeing LLM-powered solutions.
• Executives/Leaders guiding AI strategy in their organizations.
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What You'll Learn
Using a unique spreadsheet implementation of GPT-2 (the predecessor to ChatGPT), we'll break down each model component with crystal-clear explanations. In just a few sessions, you'll be able to
• Understand how LLMs work-as quickly as possible.
• Explain every key component-tokenization, embeddings, attention, and more.
• Gain AI literacy-so you can confidently lead and manage AI-driven teams.
• Build a foundation for further AI projects-and even more advanced learning.
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Why Spreadsheets?
You don't need to be a coder or a calculus expert to understand AI-just the right approach. This course uses an innovative, no-code, spreadsheet-based method to teach LLMs. It's fast, interactive, and designed for busy professionals like you.
By breaking down complex AI principles into easy-to-follow spreadsheet exercises, you'll gain a lasting, foundational understanding of how large language models work. This is knowledge you can carry across into any model, any programming language, and any project.
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Hands-On Learning, No Programming Required
By the end of the course, you'll have a working, detailed understanding of how transformers power LLMs like ChatGPT, Claude, and Llama. Plus, you'll have a spreadsheet tool you can explore and tweak to deepen your understanding further.
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See it for Yourself
Still unsure? Watch the FREE lightning lesson
"Inside the Brain of an LLM: How it Works in 30 Minutes" to see how accessible AI learning can be:
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Join the Community of Learners
• "I could've read 20 papers on this and not gotten nearly the understanding I got from this hands-on course."
- Class Participant from Adobe
• "Highly recommend this course for anyone wanting to build a foundation in LLMs. Ishan's interactive approach makes complex concepts incredibly clear."
- Matt, Business Intelligence Analyst
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Practical Details
• Course Access: All sessions are recorded and available to stream after the course concludes, so you'll never miss a thing.
• Reimbursement: Your company may cover this course if you're building or transitioning into AI at work.
What you'll get out of this course
Understand how LLMs work as quickly as possible
This course breaks down complex AI concepts into easy-to-follow steps using Excel, making it accessible for anyone with a STEM background.
Recognize and explain every component of an LLM
Precisely understand in detail the architecture and function of the GPT2 model, including tokenization, embeddings, attention, multi-layer perceptron, and layernorm.
AI Literacy for managing technical teams
You'll gain a solid understanding of how LLMs function, enabling you to confidently engage with engineers and technical stakeholders.
Prepare yourself for further exploration, projects, or coursework in artificial intelligence
Build a foundation that equips you with the essential knowledge to explore advanced AI topics, undertake AI projects, or pursue further coursework.
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