Hjem
Machine Learning Training
Fine-Tuning Training
Fine-Tuning Vision-Language Models (VLMs) Treningskurs

Fine-Tuning Vision-Language Models (VLMs) Treningskurs

Fine-Tuning Vision-Language Models (VLMs) is a specialized skill used to enhance multimodal AI systems that process both visual and textual inputs for real-world applications.

This instructor-led, live training (online or onsite) is aimed at advanced-level computer vision engineers and AI developers who wish to fine-tune VLMs such as CLIP and Flamingo to improve performance on industry-specific visual-text tasks.

By the end of this training, participants will be able to:

Understand the architecture and pretraining methods of vision-language models.
Fine-tune VLMs for classification, retrieval, captioning, or multimodal QA.
Prepare datasets and apply PEFT strategies to reduce resource usage.
Evaluate and deploy customized VLMs in production environments.

Format of the Course

Interactive lecture and discussion.
Lots of exercises and practice.
Hands-on implementation in a live-lab environment.

Course Customization Options

To request a customized training for this course, please contact us to arrange.

Thank you for sending your enquiry! One of our team members will contact you shortly.

Thank you for sending your booking! One of our team members will contact you shortly.

Kursplan

Introduction to Vision-Language Models

Overview of VLMs and their role in multimodal AI
Popular architectures: CLIP, Flamingo, BLIP, etc.
Use cases: search, captioning, autonomous systems, content analysis

Preparing the Fine-Tuning Environment

Setting up OpenCLIP and other VLM libraries
Dataset formats for image-text pairs
Preprocessing pipelines for vision and language inputs

Fine-Tuning CLIP and Similar Models

Contrastive loss and joint embedding spaces
Hands-on: fine-tuning CLIP on custom datasets
Handling domain-specific and multilingual data

Advanced Fine-Tuning Techniques

Using LoRA and adapter-based methods for efficiency
Prompt tuning and visual prompt injection
Zero-shot vs. fine-tuned evaluation trade-offs

Evaluation and Benchmarking

Metrics for VLMs: retrieval accuracy, BLEU, CIDEr, recall
Visual-text alignment diagnostics
Visualizing embedding spaces and misclassifications

Deployment and Use in Real Applications

Exporting models for inference (TorchScript, ONNX)
Integrating VLMs into pipelines or APIs
Resource considerations and model scaling

Case Studies and Applied Scenarios

Media analysis and content moderation
Search and retrieval in e-commerce and digital libraries
Multimodal interaction in robotics and autonomous systems

Summary and Next Steps

Krav

An understanding of deep learning for vision and NLP
Experience with PyTorch and transformer-based models
Familiarity with multimodal model architectures

Audience

Computer vision engineers
AI developers

14 timer

Antall deltakere

Online

Classroom

Select Location

Please select a Venue

Price per participant

Open Training Courses require 5+ participants.

Fine-Tuning Vision-Language Models (VLMs) Treningskurs - Booking

Fullt navn *

E-post *

Telefon *

Job Title

Company Name

Address 1 *

City *

State / Province

Country *

Postcode *

Start Date

Tax ID

Dates are subject to availability and take place between 09:30 and 16:30.

Payment *

Bank Transfer (Invoice, PO)

Debit / Credit Card

Comments

Allow Publishing Certificate

If you check this box the participants will receive an option to publish their course certificate on the NobleProg Certified Professional Catalogue.

Vilkår og Betingelser *

I am an authorised representative of the above named client and I wish to book the above courses or services in accordance with NobleProg Terms and Conditions and Privacy Policy.

Inform me about discounts and promotions

Please read our Privacy Policy to find out how we use your data

Fine-Tuning Vision-Language Models (VLMs) Treningskurs - Enquiry

Fullt navn *

E-post *

Telefon *

Antall deltakere

Company Name

Company Address

How do you want to take the course?

Client Premises

Online

Klasserom

Comments

Inform me about discounts and promotions

Please read our Privacy Policy to find out how we use your data

Fine-Tuning Vision-Language Models (VLMs) - Consultancy Enquiry

Consultancy Enquiry

Fullt navn *

Telefon *

E-post *

Company Name

Consultancy Subject *

Consultancy Goal

Consultancy Duration

Number of Consultants

Ønsket dato

Who will the consultant work with?

Advanced Techniques in Transfer Learning

14 timer

Denne instruktørledede, direkteopplæringen i Norge (online eller på stedet) er rettet mot maskinlæringsprofesjonelle på avansert nivå som ønsker å mestre banebrytende overføringslæringsteknikker og bruke dem på komplekse problemer i den virkelige verden.