Artificial Intelligence for Image Analysis

Intelligence Artificielle Générative
Analysis
Data Science
Open Source
Short courses
On-site courses
Remote/Virtual
Face-to-face
English

Objectives

  • Acquisition of the basics in image analysis
  • Mastery of tools and techniques for AI-assisted analysis
  • Hands-on practice and development of image pipelines using Generative AI

Prerequisites:

  • Proficiency in using computers, internet connection required
  • No prior experience with chatbots needed
  • Shareable learning materials for participants

Teaching Methods and Support:

  • Tools used: ImageJ, Python, Claude, Gemini, Perplexity
  • Sessions with the trainer, digital learning materials
  • Alternating between theory and practice

Monitoring and Assessment Methods:

  • Practical exercises between the two sessions
  • Feedback and evaluation at the end of the training

Expected Outcomes & Skills:
By the end of this training, participants will have acquired foundational prompting skills and will have access to free tools to enhance their teaching and research work.

Program

Half-Day 1:

Introduction to Imaging:

  • Overview of imaging and computer vision
  • Basic concepts in analysis
  • Introduction to image analysis tools (ImageJ, Python, ICY, etc.)

Focus on Artificial Intelligence (AI):

  • Understanding language models (LLMs) and their benchmarking for bio-image analysis
  • Description of image analysis pipeline assisted by AI

Practical Sessions:

  • Testing and comparing tools with basic image processing scripts
  • Introduction to GenAI (ChatGPT, Claude, etc.) for integrating AI into image analysis

Half-Day 2:

Deep Dive into Generative AI Applications:

  • Using GenAI in image pipelines: preprocessing and image processing
  • Developing complex workflows with automation via macros and graphical interface generation

Focus on Prompt Engineering:

  • Presentation of prompts applied to image analysis (practical exercises)
  • Documentation and illustration of generated codes using tools like Roboflow

Advanced Practical Sessions:

  • Application of image processing pipelines with GenAI
  • Executing generated scripts in Python and Fiji
  • Generating automated reports with GenAI

 

Duration
7 hours
Level
Beginner
Audience
Researchers, Students, Engineers, Technicians, Data Scientists
Participants
8 people maximum

Instructor

Fabien
As a consultant and trainer, Fabien offers advisory services in microscopy and image analysis, ranging from the development of custom imaging systems to training and strategic support.
Inter-company sessions 2025 – 1st semester [2 half-day remote sessions] in french :

Dates:

- April 8 & 15, 2025: Timing to be confirmed

Price: €700 excl. tax per person

In-company sessions: Contact us for a personalized quote.
Next session : 
08 April 2025

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