AI in Healthcare & Life Sciences
We make your Healthcare startup AI-First
At TUM Venture Labs we aim to create ventures that are AI-First meaning our ventures know how to use and implement AI in every stage of their development (research, business modeling, scaling) and have products and services with AI at its core of value creation.
Healthcare holds a plethora of new opportunities created through the advancements in AI waiting to be leveraged through our ventures.
To provide insights about these development around AI in Healthcare and to raise the understanding about it, we want to share useful resources that will be regularly updated.
Health AI Navigator
Introduction to Artificial intelligence - Core Concepts: Key Terms, Principles, and Definitions.
Core Technologies - Foundational AI Building Blocks.
- A Guide to Machine Learning, AI & Deep Learning (10 Minutes Video)
- What is Generative AI? (5 Minutes Video)
- How do LLMs work? (10 Minutes Reading)
- What are Neural Networks? (5 Minutes Video)
- What is Agentic AI? (5 Minutes Video)
- What are AI Agents? (10 Minutes Video)
- Important AI Terminology You Need to Know (10 Minutes Video)
Free Beginner Courses – Introductory learning materials to get started.
Technical Deep Dives - Expanding Specific Expertise.
1. Neural Architectures & Generative Models
- Understanding Neural Networks (4 Hours Introduction)
- Transformer Architecture of LLMs (1:30 Hours)
- Most important AI Models and Architectures (10 Minutes Reading)
- How Diffusion Models Work? (25 Minutes Reading)
2. Machine Learning
- In-depth machine learning knowledge and hands-on tutorials
- AI Agents and their applications
- Underfitting and Overfitting in ML (20 Minutes Blog)
- Real-Life Examples of Machine Learning (5 Minutes Reading)
- What is Natural Language Processing? (20 Minutes Reading)
- Introduction to Tensor Flow (to build ML and NNN)
3. Ethics and Responsibility & Future Trends
- What is Explainable AI? (10 Minutes Reading)
- What is Multimodal AI? (20 Minutes Reading)
- Bias and Fairness in AI Systems (20 Minutes Reading)
General Use Cases: Where AI generates value across industries.
- Computer Vision to understand and interpret the digital content (25 Minutes Reading)
- Sentiment Analysis for Classification (15 Minutes Reading)
- Predicitive Analytics for Market Trends (15 Minutes Reading)
Relevance and Applications of AI in the health care sector
- How AI can heal healthcare (10 Minutes Video)
- The Future of AI-enabled Health (Report)
- How is AI used in Healthcare (5 Minutes Reading)
- Virtual AI Tour of Hospital
A Future Look on Statistics and Trends
- The global AI in healthcare market (2025 - 2033)
- Future Trend of Healthcare AI (McKinseys 10 Minutes Overview)
Free Courses - Train yourself with courses and more detailed knowledge
AI solutions from diagnosis to research - Get more insight into real world applications
1. Theraphy and Patient Management
- AI as a Clinical Decision Support Systems (1 Hour Reading)
- Applications of AI in Advanced Medical Robots (5 Minutes Video)
2. Administrative Tasks
- Workflow Automation Tools for Medical Office Operations (10 Minutes Reading)
- AI as Administrative Assistant (20 Minutes Reading)
3. Diagnostics and Imaging
- AI in Imaging and Diagnostics (10 Minutes Overview)
- How A.I. is helping doctors detect cancer (6 Minutes Video)
- AI in Medical Imaging (4 Minutes Reading)
4. Telemedicine and Remote Monitoring
- AI in Telemedicine
- Multimodal AI in Healthcare (10 Minutes Reading)
- Computer Vision in Health Care (20 Minutes Reading)
5. R&D
Product Development and Strategy
- AI-based Business Model in Health Care (Report)
- How AI is redefining the start-up model (5 Minutes Reading)
- How to design for AI-first products (10 Minutes Reading)
- When to Use Which Machine Learning Algorithm (10 Minutes Reading)
- Tools for AI in Start Ups
Data Requirements, Quality and Privacy
- Data Acquisition Strategies for Healthcare AI Startups (20 Minutes Reading)
- Healthcare Data in the Age of AI (10 Minutes Reading)
- GDPR and HIPAA Compliance in Healthcare AI (10 Minutes Article)
- Data Formats in Health Care, Standards & Privacy Regulations (5 Minutes Reading)
Law, Regulation & Certification
- The EU AI Act explained simply (5 Minutes Reading)
- Explore the EU AI Act
- Legal and Ethical considerations (5 Minutes Reading)
- Verifying and validating AI-based medical devices (20 Minutes Reading)
- Database of all AI-enabled medical devices (with FDA authorization)
Tools for Business Planning and App-Generation
Our Database of FREE Perks
Some of the tools listed above, such as ChatGPT, Perplexity, and NotebookLM, can be used free of charge to a certain extent.
Fortunately, you are a start-up! Because start-ups have free access to various advanced professional tools, such as cloud or coding services. We have compiled a few of these in our Perks Database:
Our partners
