SCADEMY - Secure Coding Academy

Description

Embark on an exciting journey to explore the potential of AI in everyday work with our comprehensive AI Fundamentals course. This immersive two-day training program is designed to equip AI enthusiasts with an in-depth understanding of AI assistants, their functionalities, and their transformative potential in optimizing workflows and business processes.

Participants will gain a thorough understanding of the AI landscape, delve into the intricacies of prompt engineering, and explore practical AI applications through hands-on exercises and real-world case studies. The course also brings to light various AI tools, their applications, and their impact on everyday life.

Our goal is to empower you with the knowledge and skills to navigate the rapidly evolving AI ecosystem effectively and confidently. Join us to unravel the mysteries of AI and discover its transformative potential.

Participants attending this course will

Understand AI landscape, AI assistants, and prompt engineering
Engage in practical AI applications through exercises and case studies
Explore AI tools to optimize workflow and content generation
Develop skills to navigate and leverage the AI ecosystem

Outline

Overview of AI and its transformative potential
Exploration of AI assistants and their functionalities
Deep-dive into prompt engineering principles
Hands-on exercises on practical AI applications
Real-world case studies on AI implementation
Guidance on navigating and leveraging the AI ecosystem

Course information

Preparedness

General IT knowledge

Exercises

Hands-on

Delivery methods

Onsite / Virtual classroom

Course reviews

I liked the equipment. Everything was available right away, even tools I wouldn't be able to access

February 2025, Online

We tried every possible aspects of AI, how they work in reality, and what can we achieve with it.

February 2025, Online

I really liked that our trainers showcased parts of the exercises.

February 2025, Online

View all reviews

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Day 1
Day 2

The AI landscape
- Welcome to the AI Revolution
  - Is this magic?
  - Why learn about the fundamentals of AI?
  - Jagged Frontier - Centaurs and Cyborgs
  - How can we use LLMs?
  - The short history of AI
  - Future(s) of AI
  - What is AGI?
  - What are you going to take away from the course?
- Basic concepts
  - Basic building blocks
  - Model
  - Prompt
  - Token
  - Completions
- Exercise: Chatbot UI Introduction
  - A simple question
- Other Chatbots
  - ChatGPT competitors
  - How do we compare models?
- AI in everyday applications
  - AI in everyday applications
- Pragmatic AI
  - The danger of any emerging technology
  - The importance of critical thinking
- Demo - Black Forest Labs - Flux
  - Usecases
  - Advanced settings
  - Stylization
  - You can try this
- Midjourney vs Flux
  - Midjourney
  - Midjourney vs. Flux 1 / 3
  - Midjourney vs. Flux 2 / 3
  - Midjourney vs. Flux 3 / 3
- Behind the Technology
  - Tuning your intuition
- Friendly introduction to neural networks
  - General understanding and goals
  - Input layer
  - Inner layers, weights and output
- Behind the Technology - Large Language Models
  - What's an LLM?
  - Predicting the next word
  - How to get these probabilities?
  - Word n-grams
  - Temperature
  - Transformer architecture
  - What's a GPT?
  - ChatGPT is not just an LLM
  - OpenAI Playground
- Behind the Tech - Image Generation
  - Distorting Pictures: Introducing Noise
  - Reversing the Blur: The Magic of Diffusion Models
  - From Chaos to Clarity: AI's Power in Image Restoration
The AI Tooling landscape
- Reimagine consuming content
  - Synthesizing content more efficiently
  - Find the tool for the task
- ChatGPT
  - What is ChatGPT?
- Demo - Try out free ChatGPT features
  - ChatGPT features
- Exercise: ChatPDF
  - What is ChatPDF?
  - Query your document using natural language
- Gamma.app
  - Co-design slide decks with AI
  - NLP at it's best
- Runway ML
  - What is Runway ML?
- Demo - Create and edit videos with Runway ML
  - Try out Runway ML
- Perplexity AI
  - Research with Perplexity AI
- Exercise: Perplexity AI
  - Research with Perplexity
- Everyday business tasks
- Microsoft 365 Copilot
  - A whole new way to work
Legal questions
- Who owns what?
  - AI Act
  - AI Act - Risk levels
  - Providers' process at high-risk AI systems
  - AI Act - What should you apply?
  - White House AI Memorandum
  - Intellectual property
  - Intellectual property regarding AI
  - IP protections from service providers
  - Who owns a model?
  - Who owns generated data?
Prompt Engineering
- Introduction
  - What's a prompt?
  - How and why prompt engineering works?
  - LLMs always respond
  - Make it stop
  - The evolution of prompt engineering
- Fundamentals
  - The 5 rules for prompting
  - Role - who am I?
  - The importance of specifying a role
  - Context - what are we doing?
  - Tips on writing the right context
  - Input - what's the data?
  - Output - what do you expect?
  - Restrictions - how should I do it?
  - Scope - break it down
- Exercise: Write hierarchical prompts
  - Prompting for a webpage
- Fundamentals summarized
  - The 5 rules for prompting

Prompt Engineering
- Behind the Technology - Limitations Today
  - Context management
  - Performance
  - Trustfulness and Reliability
- Exercise: OpenAI ChatGPT Limitations
  - Hallucinations - lying with confidence
  - Making typical mistakes
- Custom GPTs
  - What are custom GPTs?
  - How to create your own GPT? 1 / 2
  - How to create your own GPT? 2 / 2
- Intermediate techniques
  - How these techniques fit in the big picture
- Exercise: Classifying transactions
  - Classifying transactions
  - Potential solutions
- Intermediate techniques - Multi-shot prompting
  - 0-shot prompting
  - 1-shot prompting
  - Multi-shot prompting
- Exercise: Create tagline for a new shop
  - Create tagline for a new shop
  - Potential solutions
- Intermediate techniques - Reasoning
  - Reasoning prompt
  - Enhanced reasoning
- Exercise: Taming the creativity
  - Taming the creativity
- Intermediate techniques - Rating
  - Rating
  - Tips on getting meaningful scores
- Exercise: Double checking answers
  - Double checking answers
- Intermediate techniques - Self reflection
  - Self reflection
  - Self reflection best practices
- Advanced techniques
- Advanced techniques - Prompt compression
  - What is prompt compression?
  - Compressing a prompt
  - Decompressing
  - Notes on compression
- Exercise: Prompt Compression
  - Unlock the Secret Message with ChatGPT
- Advanced techniques - Meta prompting
  - What is Meta prompting?
- Advanced techniques - Chain of Density
  - What is Chain of Density prompting?
  - Chain of Density research
- Exercise: Chain of Density
  - Summarize an article with Chain of Density
- Advanced techniques - Advanced Google Search
  - What are the search operators?
  - Create an advanced Google search with AI
  - A possible solution
  - Create a reusable prompt
  - A possible solution
Real-world use-cases
- Everyday examples
  - Email Writing
  - Analyze data with Advanced Data Analysis
  - Voice2Text use case
  - Translation
Outlook
- Outlook
  - What's coming in the short-term
Summary
- Fundamentals summarized
  - The 5 rules for prompting
- Intermediate techniques summarized
  - Intermediate techniques summarized
- Advanced techniques summarized
  - Advanced techniques summarized
- AI tools summarized
  - AI tools summarized
  - Summary of the summary by ChatGPT

AI Fundamentals

Description

Participants attending this course will

Outline

Course information

Preparedness

Exercises

Delivery methods

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