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Setting up your computer
Prompting basics
Accessing LLMs
Chatbots
Function / Tool calling
More
Agents
Image generation
Image manipulation
Generating Videos, Books, Slides and online content
Code generation
Vision language models
Retrieval Augmented Generation
Chat with Docs
Model Fine-Tuning in the cloud
Model Fine-Tuning locally
Benchmarking
Imprint
Site Navigation
Setting up your computer
Prompting basics
Accessing LLMs
Chatbots
Function / Tool calling
More
Agents
Image generation
Image manipulation
Generating Videos, Books, Slides and online content
Code generation
Vision language models
Retrieval Augmented Generation
Chat with Docs
Model Fine-Tuning in the cloud
Model Fine-Tuning locally
Benchmarking
Imprint
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Generative Artificial Intelligence Notebooks
Setup
Setting up your computer
Installation instructions for Scientific Computing Uni Leipzig (paula)
LLM basics
Prompting basics
Prompting basics
Use cases
Basic prompt Engineering
Accessing LLMs
OpenAI API
Ollama
ScaDS.AI LLM endpoint
KISSKI / GWDG endpoint
Blablador endpoint
Github Models Marketplace
Mistral
Anthropic Claude
Gemini API
Huggingface API
Huggingface Serverless Inference
Chatbots
Programming an LLM-based chatbot
A Chatbot GUI
Function / Tool calling
Function calling using ollama
Function calling using ScaDS.AI’s LLM service
Agents
Prompting tasks using LangChain
Prompting bio-image analysis tasks using LangChain
Allowing language models to choose the right algorithm
blablado
calls functions for you
Demo: Controlling a simulated microscope
Autogen Agentchat
Agentic workflows using Llama-Index
Multi-Modal LLMs
Image generation
Generating images using DALL-E
Generating Magnetic Resonance images using DALL-E
Generating images using Stable Diffusion
Image manipulation
Inpainting using Dall-E
Inpainting using Stable Diffusion
Image variations using Stable Diffusion
Image editing using instruct-pix2pix
Generating Videos, Books, Slides and online content
Video generation
Generating Jupyter books
Auto-generating PowerPoint files with chatGPT and Dall-E
Solving github issues
Code generation
Code generation
Prompt engineering for code generation
Generating code for processing images
Powerful system messages
Reflection
BIA Bob demo
Documenting code
Bug fixing
Generating notebooks
Vision models for image interpretation and code generation
Precise prompting for code
Vision language models
CLIP transformer
LLAVA
GPT4-omni VLM
Qwen2-VL
Vision models with structured output
Advanced Prompt Engineering
Retrieval Augmented Generation
Word embeddings
Tokenization
Simple retrieval augmented generation
Chat with Docs
Chat with your PDFs!
Model Fine-Tuning in the cloud
Turning knowledge into a list of question and answers
Fine-tuning an OpenAI GPT from questions and answers
Test fine-tuned models
Checking a fine-tuning job status
Listing available models
Model Fine-Tuning locally
Fine-tuning Gemma on local hardware
Merging fine-tuned models
Testing the model
Uploading training data to the Huggingface Hub
Benchmarking
Optimizing image generation prompting using CLIP scores
Vision Large Language Models for Counting objects
Measuring code executability
Summarizing generated code failure reasons
Links
Imprint
repository
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Index