Verantwortungsvolle KI: Ressourcen für Schweizer Startups

Die folgende Ressourcenliste ergänzt meine Präsentation für IFJ.

Market research for startups (EN)

• The Mom Test by Rob Fitzpatrick
• https://www.ycombinator.com/library/4D-yc-s-essential-startup-advice
• https://medium.com/santora-nakama/how-to-validate-your-startup-idea-5e7db5b30b97
  

  Bedrohung und scams (DE)

  https://www.ncsc.admin.ch/ncsc/de/home/cyberbedrohungen/ceo-betrug.html
  https://www.ncsc.admin.ch/ncsc/de/home/cyberbedrohungen.html

• https://www.post.ch/en/about-us/responsibility/information-security-at-swiss-post/phishing-and-other-attempts-at-fraud/frequent-attempts-at-fraud

EU AI Act (DE)

• • https://artificialintelligenceact.eu/de/high-level-summary/

• • Der Bundesrat wird bis Ende 2024 mögliche Ansätze zur Regulierung von KI prüfen.  https://www.bfh.ch/en/news/stories/2024/ai-law-eu-and-switzerland

Responsible AI (EN)

• • https://www.forbes.com/councils/forbestechcouncil/2021/09/01/six-essential-elements-of-a-responsible-ai-model/

• • https://arxiv.org/pdf/2209.07076

• • Microsoft: “What is Responsible AI”

• • CISCO 6 prinicples of Responsible AI 

Tools

I am not affiliated with these products.  

PII redaction

• Google Cloud: Sensitive Data https://cloud.google.com/sensitive-data-protection/docs/sensitive-data-protection-overview

• Azure AI: Language Service  https://learn.microsoft.com/en-us/azure/ai-services/language-service/personally-identifiable-information/overview

• AWS: Transcribe https://docs.aws.amazon.com/transcribe/latest/dg/pii-redaction-stream.html

Other PII redaction companies

• • https://www.skyflow.com/

• • Private.AI 

• • https://www.redactable.com/

• • Anonos

Differential Privacy

• GCP https://cloud.google.com/bigquery/docs/differential-privacy

• AWS: https://aws.amazon.com/clean-rooms/differential-privacy
• Microsoft  https://github.com/opendp/smartnoise-core

Synthetic Data

• AWS Sage Maker https://aws.amazon.com/what-is/synthetic-data/
• Google Cloud https://cloud.google.com/blog/products/data-analytics/generate-synthetic-data-with-bigquery-dataframes-and-llms
• Microsoft Azure AI  https://learn.microsoft.com/en-us/azure/ai-studio/concepts/concept-synthetic-data

Guardrails

• • https://repello.ai/blog/llm-pentesting-checklist-and-tools

• • https://aws.amazon.com/blogs/machine-learning/secure-rag-applications-using-prompt-engineering-on-amazon-bedrock/