Course Review: AI Agents from prompts to multi agent systems​

Module 1: Getting Started and Generative AI

• • Models:
    • Claude
    • Gemini
    • ChatGPT
    • DALL-E
    • Mistral AI
    • Meta AI
    • Grok
    • Stability.ai
    • deepseek
  • AI Agents:
    • No-Code Agents:
      • Createlv.com
      • n8n.io
      • outsystems.com
      • zapier.com
      • make.com
    • interesting examples of applications of AI Agents in stock market using MarketSenseAI agent that surpassed S&P100 ETF by +43%.

Context of AI:

• Can AI watch Youtube videos and learn from it or learn from an image

Context of AI: Transformer:

AI < ML < NN < DL

Context of AI: Moder AI Architect

• Specialized Models
  • Horizontal Models:
    • AlexNet
    • Google Translate
    • Recommender Systems:
  • Vertical Models (Industry oriented)
    • Medical Diagnosis
    • Trading Bots
    • Self Driving Cars
  • Something in between (IBM Watson)
• Foundational Models:
  • Claude
  • SoundStream
  • Jukebox
  • ChatGPT
  • Dall-E
  • Gemini
  • Imagen
  • Meta AI
  • stability.ai
  • MISTRAL AI 
  • deepseek
• Adapted Models: combining both Foundational Models and Specilized Models.

Context of AI: Black Boxes

• List of AI risks: airisk.mit.edu

Common Large Language Models (LLMs)

Common generative AI applications built on foundational models:

• ChatGPT: https://chat.openai.com (by OpenAI)

• Claude: https://claude.ai (by Anthropic)

• DeepSeek: https://chat.deepseek.com (by DeepSeek (Chinese))

• Gemini: https://gemini.google.com (by Google)

• Grok: https://x.com/i/grok (by X/Twitter)

• Llama: https://www.meta.ai (by Meta/Facebook/Instagram)

• Mistral: https://chat.mistral.ai/chat (by Mistral (European))

• Pi: https://pi.ai (by Inflection)

Assignment:

Try different LLMs to help you get on top of a project that is extremely difficult for you, or even better, impossible for you to do right now! Select a task way out of your comfort area that could easily hours to even get started with the basics. THINK BIG! …then START SMALL… and then use AI to SCALE FAST!

Don’t have any technical skills? Certainly, try out something like:

• Create a video game like PONG or SNAKE.

• Always wished you could set up a website in HTML and JavaScript? Please do! You could create a birthday countdown event webpage, for example, or a science experiment like a pendulum in motion.

• Need help analyzing data and making pretty graphs, be it in Excel, Python, or R?

• Already know how to code, but always wanted to do more machine learning. Create a pipeline using scikit-learn in Python.

• Have some unstructured text and would like to extract meaning from it? Go for it!

• …what else? Bash scripting? API access? SQL queries? Java animations?

Not the world’s most creative artist? Now is your chance!

• Not good at storytelling? Use a theme that matters to you and write a short story, comic, or sci-fi novel! Don’t forget to develop sophisticated characters and craft immersive fantasy worlds! Play with styles, from rhyme form to quirky character language! Make a version that fits the song lyrics to your favorite tune.

• Don’t have any visual arts skills? Design a meaningful logo with a compelling brand identity! Or create visual input for an impressive slide deck presentation.

• Have the ambition to make this year’s holiday greeting card special finally?

• …what else? Culturally sensitive language translations to a regional dialect? Game designs? Branding and communication strategies?

Need help with everyday life hacks?

• Socially shy? Plan and design an event! Get creative with themes and decor, from invitations to special party props. Make it fit a schedule and explore how to motivate others.

• Become the world’s most thoughtful gift giver! Or create a special birthday poem for a personalized greeting card!

• Dreading interviews? Develop insightful questions and set up a script for you to answer them.

• Bad at creating educational content about things that matter to you? Designing lessons that are informative, easy, and engaging. Come up with interactive exercises and frame everything in a comprehensive lesson plan.

• …what else?