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Master / Bachelor Thesis : Foundation Model Empowered Computational Pathology Images Analysis

Master / Bachelor Thesis : Foundation Model Empowered Computational Pathology Images Analysis

Technical University of MunichMunich, DE
Master / Bachelor Thesis : Foundation Model Empowered Computational Pathology Images Analysis.Studentische Hilfskräfte, Praktikantenstellen, Studienarbeiten. A Master / Bachelor thesis opportunity to eva...Mehr anzeigenZuletzt aktualisiert: vor über 30 Tagen
HR Consulting Manager mit Fokus auf HR-Strategie, Workforce Planning & HR Target Operating Model (all genders)

HR Consulting Manager mit Fokus auf HR-Strategie, Workforce Planning & HR Target Operating Model (all genders)

MHP - A Porsche CompanyMunich, Germany
Du begeisterst dich für HR-Strategien und Personalplanung? Du hast eine hohe Affinität für HR-Trends und Prozessoptimierungen? Dann werde Teil unseres Teams und gestalte gemeinsam mit unseren Kunde...Mehr anzeigenZuletzt aktualisiert: vor 22 Tagen
AI / Model Development Intern (f / m / d)

AI / Model Development Intern (f / m / d)

Renesas ElectronicsMunich
AI Model Development for Impedance Sensors.Team” on the exciting journey to become leader on the fast-growing market of Automotive Sensing. Our Aim is to make the world better and safer, working wit...Mehr anzeigenZuletzt aktualisiert: vor über 30 Tagen
  • Gesponsert
Senior Manager (f / m / d) - Business Model Innovation - Inklusiver Job 🦼 🦻 🦯

Senior Manager (f / m / d) - Business Model Innovation - Inklusiver Job 🦼 🦻 🦯

Siemens Financial ServicesMünchen, Bayern, DE
The Siemens Financial Services (SFS) Business Model Innovation Team as part of the newly established SFS Innovation Hub is looking for a Senior Manager (f / m / d) - Business Model Innovation that will...Mehr anzeigenZuletzt aktualisiert: vor 29 Tagen
Viviénne Model Management suchen einen fleißigen Engel mit Herz fürs Büro!

Viviénne Model Management suchen einen fleißigen Engel mit Herz fürs Büro!

Viviénne Model ManagementMunich, Bavaria, Germany
Homeoffice
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Viviénne Model Management suchen einen fleißigen Engel mit Herz fürs Büro!.Für unseren magischen Modelhimmel suchen wir dich, unseren Assistents - Engel. Einen strahlenden, positiven Sonnenschein�...Mehr anzeigenZuletzt aktualisiert: vor über 30 Tagen
RNC Model Builder (m / w / d) – Robust Network Control & UAV Simulation Modeling

RNC Model Builder (m / w / d) – Robust Network Control & UAV Simulation Modeling

autonomous-teamingMünchen, Bayern, DE
Develop RNC (Robust Network Control) models for optimizing UAV communication, navigation, and swarm coordination.Build real-time simulation models to test network resilience under electronic warfar...Mehr anzeigenZuletzt aktualisiert: vor über 30 Tagen
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SAP Analytics Senior Consultant

SAP Analytics Senior Consultant

The Recruitment 2.0 GroupMunich, Bavaria, Germany
SAP Analytics (Senior) Consultant.This is a fantastic opportunity for an SAP Analytics Consultant who is interested in working on the latest SAP Analytics technologies especially SAP DataSphere SAC...Mehr anzeigenZuletzt aktualisiert: vor 25 Tagen
Product Owner Road Model (w / m / x)

Product Owner Road Model (w / m / x)

BMW GroupMünchen, DE
Vollzeit
MIT SMARTER IT ZUKUNFT GESTALTEN.Um Automobilgeschichte zu schreiben, braucht es Expert : innen, die große Herausforderungen ebenso schätzen wie ein einzigartiges Arbeitsumfeld.Agile Arbeitsweisen in...Mehr anzeigenZuletzt aktualisiert: vor über 30 Tagen
Fitting model (f)

Fitting model (f)

MytheresaMunich
14,00 € stündlich
To support our Fit Advisory & Return Analysis team we are searching for a Fitting model (f) to be based in our Munich office. Fitting clothing items from the current women’s collections to provide o...Mehr anzeigenZuletzt aktualisiert: vor über 30 Tagen
'Model N' RMS Consultant

'Model N' RMS Consultant

Infoplus TechnologiesMünchen, Bavaria, Germany
Homeoffice
Role : Model N (Techno functional).Work experience required : 5 -15 years.Skill set : Model N, Pl / SQL / Unix.Good experience working with Model N (Commercial & Government pricing systems).Model N RM...Mehr anzeigenZuletzt aktualisiert: vor 3 Tagen
Engineer (m / w / d) Model-based Systems Engineering

Engineer (m / w / d) Model-based Systems Engineering

Xelvin Deutschland GmbHMünchen
Systemanforderungen komplexer Systeme erheben und verwalten (z.ADAS / AD, elektrifizierte Antriebsstränge, Infotainment). Spezifikation komplexer Systeme mit Deinen neu erworbenen Kenntnissen in SysML...Mehr anzeigenZuletzt aktualisiert: vor über 30 Tagen
Data Scientist (AI & ML)

Data Scientist (AI & ML)

Tech StaQMunich, Germany
Vollzeit
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A leading financial services organization is seeking an experienced Data Scientist with deep expertise in AI, machine learning, and Python development. You design, build, and deploy scalable data-dr...Mehr anzeigenZuletzt aktualisiert: vor 23 Tagen
Senior Software Engineer - Machine Learning (NLP Focus)

Senior Software Engineer - Machine Learning (NLP Focus)

MitratechMunich, Germany (remote), UK (remote)
Homeoffice
Model Development : Understand business objectives and develop machine learning models to achieve these goals, complete with performance tracking metrics. Data Management : Ensure data quality through...Mehr anzeigenZuletzt aktualisiert: vor über 30 Tagen
Senior Manager (f / m / d) - Business Model Innovation

Senior Manager (f / m / d) - Business Model Innovation

Siemens Financial Services GmbHMúnich, Bayern, Alemania
The Siemens Financial Services (SFS) Business Model Innovation Team as part of the newly established SFS Innovation Hub is looking for a Senior Manager (f / m / d) - Business Model Innovation that will...Mehr anzeigenZuletzt aktualisiert: vor über 30 Tagen
ML Team Lead

ML Team Lead

Top Remote TalentMunich, Bavaria, .DE
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A software development company is looking for a talented, long-term ML Team Lead.The company is a team of experts providing analytical services to healthcare clients. You will join an international ...Mehr anzeigenZuletzt aktualisiert: vor über 30 Tagen
Mechatronics Engineer - Embedded Systems

Mechatronics Engineer - Embedded Systems

OmnisentMunich, Bavaria, Germany
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Omnisent is pioneering scalable acoustic sensing powered by AI — transforming audio into real-time intelligence.We build hardware + software tailored for acoustic data, designed to extract insights...Mehr anzeigenZuletzt aktualisiert: vor 1 Tag
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ANAPLAN Model Builder

ANAPLAN Model Builder

Shape Your Future with UsMunich, Germany
Homeoffice
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Job Title : Anaplan Model Builder.This role will focus on developing and optimizing Anaplan models based on stakeholder needs and supporting agile delivery cycles for financial and operational plann...Mehr anzeigenZuletzt aktualisiert: vor 7 Stunden
PMO - Schwerpunkt Operating Model (all gender)

PMO - Schwerpunkt Operating Model (all gender)

OSB AGMünchen
Projektmanagement-Standards, -Prozesse und -Methoden.Projektleiter bei der Planung, Durchführung und Überwachung von Projekten. Durchführung von Projekt-Reviews und -Audits durch zur Sicherstellung ...Mehr anzeigenZuletzt aktualisiert: vor über 30 Tagen
Manager CFO Strategy & Operating Model Design (w / m / d)

Manager CFO Strategy & Operating Model Design (w / m / d)

PwCMunich, Bavaria, Germany
Für unseren Geschäftsbereich suchen wir dich zum.Manager CFO Strategy & Operating Model Design (w / m / d).Als Manager : in mit Schwerpunkt CFO Strategie bist du die erste.Mehr anzeigenZuletzt aktualisiert: vor 3 Tagen
Masterand (m / f / d) - Development and Training of a Machine Learning Model for Layer 2 Data of 5G and 4G

Masterand (m / f / d) - Development and Training of a Machine Learning Model for Layer 2 Data of 5G and 4G

Rohde & SchwarzMunich, Germany
Make ideas real - with the perfect job.Right now we have several job openings for you.Material Management and Logistics 5. Sales and Product Management 67.Students writing thesis (Bachelor / Masters...Mehr anzeigenZuletzt aktualisiert: vor über 30 Tagen
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Master / Bachelor Thesis : Foundation Model Empowered Computational Pathology Images Analysis

Master / Bachelor Thesis : Foundation Model Empowered Computational Pathology Images Analysis

Technical University of MunichMunich, DE
Vor 30+ Tagen
Stellenbeschreibung

Master / Bachelor Thesis : Foundation Model Empowered Computational Pathology Images Analysis

27.05., Studentische Hilfskräfte, Praktikantenstellen, Studienarbeiten

A Master / Bachelor thesis opportunity to evaluate foundation model performances on downstreaming pathology image tasks.

Artificial intelligence (AI) can potentially transform cancer diagnosis and treatment by analyzing pathology images for precision medicine and decision support systems. Pathology’s clinical practice usually encompasses tasks like tumor classification, segmentation, subtyping, grading, staging, and whole slide matching. Although AI demonstrates promise in many pathological tasks, it still faces challenges in generalization and addressing rare diseases due to limited training data availability. [CDL+24, VBC+23]

Here, a foundation model may contribute to this challenge. A foundation Model refers to a general- propose model pre-trained on typically unlabeled datasets, subsequently fine-tuned to apply to diverse downstream tasks [DFW+24]. To compare the proposed foundation model with previous state-of-the- art methods, we want to evaluate the performance of patch / slide level classification and segmentation tasks.

Tasks :

  • Paper reading and literature review
  • Evaluate proprietary and public foundation models on public datasets
  • Finetune the models to obtain the best performance
  • Publicly available models : UNI [CDL+24], cTransPath [WYZ+22], Virchow [VBC+23], RudolfV [DFW+24], MSSM [CKF+23]
  • Datasets for classification and detection : MHIST [WSR+ 21], PCAM [VLW+ 18], NCT-CRC [KHM18], CAMELYON16 / 17 [BGM+18]
  • Datasets for segmentation : SegPath [KOS+23], PanNuke [GAKB+19]

Requirements :

Basic knowledge in at least one of the following areas :

  • Pytorch and deep learning knowledge
  • Medical image analysis
  • Supervision and Contact :

    Prof. Peter Schueffler and Jingsong Liu will be the supervisors.