Luku 2: Olen tekoälymalli

Olen tekoäly malli: Verkkolähteet ja suositeltavat julkaisut

Tärkeimmät tekoälyteknologiat ja sovellukset

Tässä osiossa esitellään lähteitä, joissa selitetään eri tekoälyominaisuuksien taustalla olevat teknologiat ja käytännön sovellukset, kuten henkilökohtaiset suositukset, keskusteleva tekoäly, kuvantunnistus ja petosten havaitseminen.

(n.d.). Learn Introduction | Detecting Spam. Lähde https://codefinity.com/courses/v2/24d76e82-e376-49a2-947d-fc0e1a9b9bb7/42fd601a-c767-4e87-b62d-7c07b0927f3d/fb410829-10a6-4476-aef7-40b9d10a19db
(n.d.). What are AI, ML, and IoT?. Lähde https://www.crayon.com/resources/insights/ai-iot-ml/
Datrics AI. (n.d.). What is Anomaly Detection| Machine learning used cases. Lähde https://www.datrics.ai/articles/anomaly-detection-definition-best-practices-and-use-cases
(n.d.). Next Word Prediction with Deep Learning in NLP. Lähde https://www.geeksforgeeks.org/nlp/next-word-prediction-with-deep-learning-in-nlp/
(n.d.). Nlp Algorithms. Lähde https://www.geeksforgeeks.org/nlp/nlp-algorithms-1/
(n.d.). What is Natural Language Processing (NLP) Chatbots?. Lähde https://www.geeksforgeeks.org/nlp/what-is-natural-language-processing-nlp-chatbots/
Google for Developers. (n.d.). Collaborative filtering | Machine Learning. Lähde https://developers.google.com/machine-learning/recommendation/collabor/basics
Google Cloud. (n.d.). Vision AI: Image and visual AI tools. Lähde https://cloud.google.com/vision
(n.d.). What Is Deep Learning?. Lähde https://www.ibm.com/think/topics/deep-learning
(n.d.). What is content-based filtering?. Lähde https://www.ibm.com/think/topics/content-based-filtering
Kapture CX. (n.d.). Understanding Natural Language Processing: How AI Agents Work. Lähde https://www.kapture.cx/blog/inside-the-ai-agent-brain-how-natural-language-processing-works/
(n.d.). What Is Neural Machine Translation? Explained Simply. Lähde https://lokalise.com/blog/neural-machine-translation/
(n.d.). (PDF) Spam Detection Using Natural Language Processing. Lähde https://www.researchGate.net/publication/388163807_Spam_Detection_Using_Natural_Language_Processing
(n.d.). (PDF) Towards a Context Awareness System Using IoT, AI, and Big Data Technologies. Lähde https://www.researchgate.net/publication/389461139_Towards_a_context_awareness_system_using_IoT_AI_and_big_data_technologies
com. (n.d.). What Algorithms Are Used In NLP For Search Ranking? Lähde https://www.youtube.com/watch?v=tYrA-R5aGck
(n.d.). Understanding Chatbots and Natural Language Processing. Lähde https://smythos.com/developers/agent-development/chatbots-and-natural-language-processing/

Tekoäly liiketoiminnassa ja yrittäjyydessä

Tämä osio käsittelee tekoälyn käytännön sovelluksia yrittäjille keskittyen työnkulun automatisointiin, tuottavuuteen, sisällöntuotantoon, asiakassuhteiden hallintaan, datapohjaiseen päätöksentekoon ja käyttöönoton asteeseen pk-yrityksissä.

Artificial Intelligence (AI) Statistics for Small Business (Updated for 2025). (n.d.). ColorWhistle. Lähde https://colorwhistle.com/artificial-intelligence-statistics-for-small-business/
Arion Research. (n.d.). AI-Driven Decision Making: Transforming Business Strategies with Data. Lähde https://www.arionresearch.com/blog/ai-driven-decision-making-transforming-business-strategies-with-data-analytics
Emerge and Rise. (2025, June 25). Generative AI: A game-changer for entrepreneurs. Lähde https://emergeandrise.org/news/generative-ai-a-game-changer-for-entrepreneurs
Enterprise Nation. (2025, April 17). Adopting AI could increase small business productivity by up to 133%. Lähde https://www.enterprisenation.com/learn-something/adopting-ai-could-increase-small-business-productivity-by-up-to-133-per-cent/
ESCP Business School. (2025, January 13). AI and Productivity: Transforming Modern Workflows. Lähde https://escp.eu/news/artificial-intelligence-and-productivity-transforming-modern-workplace
(2025, January 23). Usage of AI technologies increasing in EU enterprises - News articles. Lähde https://ec.europa.eu/eurostat/web/products-eurostat-news/w/ddn-20250123-3
(n.d.). Use of artificial intelligence in enterprises - Statistics Explained. Lähde https://ec.europa.eu/eurostat/statistics-explained/index.php/Use_of_artificial_intelligence_in_enterprises
(n.d.). Ai browser automation: Web Automation vs Desktop Automation Comparison. Lähde https://fellou.ai/blog/ai-browser-automation-web-vs-desktop-automation-comparison/
(2025, March 31). How AI Is Transforming Business Process Automation in 2025. Lähde https://www.flowforma.com/blog/ai-business-process-automation
G7 ITALY. (2024, March 15). G7 INDUSTRY, TECHNOLOGY AND DIGITAL MINISTERIAL MEETING. Lähde https://www.g7italy.it/wp-content/uploads/G7-Industry-Tech-and-Digital-Ministerial-Declaration-Annexes-1.pdf
go.jp. (2024, March 18). Results of G7 Industry, Technology and Digital Ministerial Meeting. Lähde https://www.digital.go.jp/en/news/fb5e5973-1eb0-43c8-90c1-543533b2d496
(n.d.). Streamline Your Entire Business With a Free CRM. Lähde https://www.hubspot.com/products/crm
(n.d.). Analytics Tools and Solutions - IBM. Lähde https://www.ibm.com/solutions/analytics
(2024, January 18). Benefits of Chatbots | IBM. Lähde https://www.ibm.com/think/insights/unlocking-the-power-of-chatbots-key-benefits-for-businesses-and-customers
(2025, April). Artificial Intelligence and Productivity in Europe, WP/25/67. Lähde https://www.imf.org/-/media/Files/Publications/WP/2025/English/wpiea2025067-print-pdf.ashx
gov.it. (2024, October 15). The G7 Tech and Digital Ministerial Meeting in Cernobbio on 15 October 2024. Lähde https://innovazione.gov.it/notizie/articles/en/the-g7-tech-and-digital-ministerial-meeting-in-cernobbio-on-15-october-2024/
ai. (n.d.). Instantly.ai - Sales Engagement & Lead Intelligence. Lähde https://instantly.ai/
(2025, April 8). AI Can Improve US Small Business Productivity. Lähde https://itif.org/publications/2025/04/08/ai-can-improve-us-small-business-productivity/
Linkody's Blog. (2024, March 15). Is generative AI the future of content marketing. Lähde https://blog.linkody.com/marketing/generative-ai-for-content-marketing
(2025, June 23). Best AI CRM Platforms for Startup Founders (2025 Guide). Lähde https://marketful.com/blog/best-ai-crm/
Master of Code. (n.d.). AI Workflow Automation: Boost Productivity by 4.8x | 2025 Guide. Lähde https://masterofcode.com/blog/ai-workflow-automation
(n.d.). Artificial Intelligence in SMEs: Enhancing Business Functions Through Technologies and Applications. Lähde https://www.mdpi.com/2078-2489/16/5/415
(2025, January 24). The 30 Best AI Automation Tools (+ How to Boost Efficiency). Lähde https://www.moveworks.com/us/en/resources/blog/best-ai-automation-tools-for-efficiency
PricewaterhouseCoopers (PwC). (n.d.). AI and the workforce: The changing nature of work. Lähde https://www.pwc.com/gx/en/issues/data-analytics/artificial-intelligence/ai-and-the-workforce.html
(n.d.). AI in Small Business: Decoding the Benefits for SMEs. Lähde https://profiletree.com/ai-in-small-business/
(n.d.). (PDF) The Role of AI in Transforming SMEs: Boosting Competitiveness through Digital Innovation. Lähde https://www.researchgate.net/publication/384441687_The_Role_of_AI_in_Transforming_SMEs_Boosting_Competitiveness_through_Digital_Innovation
(n.d.). (PDF) AI-Powered Decision-Making in Business: Unlocking Insights for Operational Excellence and Market Innovation. Lähde https://www.researchgate.net/publication/385906631_AI-Powered_Decision-Making_in_Business_Unlocking_Insights_for_Operational_Excellence_and_Market_Innovation
com. (n.d.). The Benefits of AI in Business Management for SMEs. Lähde https://sphinxjsc.com/blog/the-benefits-of-ai-in-business-management-for-smes
(2025, July 25). Generative AI for Marketing Content Creation. Lähde https://www.turboinnovate.com/stories/generative-ai-for-marketing-content-creation
University of St Andrews. (2025, April 17). Adopting AI could boost the productivity of small and medium businesses by up to 133%. Lähde https://news.st-andrews.ac.uk/archive/adopting-ai-could-boost-the-productivity-of-small-and-medium-businesses-by-up-to-133/
Ujwary-Gil, A., & Florek-Paszkowska, A. (Eds.). (2025). AI, Analytics and Strategic Decision-Making (1st ed.). https://doi.org/10.4324/9781003507840

Tekoälytyövoima ja osaamisen kehittäminen

Tässä osiossa on tietoa tekoälyn osaamisvajeesta, työvoiman valmiudesta sekä tekoälyn käsityksestä pienten ja keskisuurten yritysten työntekijöiden ja työnantajien keskuudessa.

Hyland Software. (n.d.). Effective Strategies to Bridge the AI Skills Gap. Lähde https://www.hyland.com/en/resources/articles/ai-skills-gap
plos.org. (n.d.). Navigating the AI landscape in SMEs: Overcoming internal challenges and external obstacles for effective integration. Lähde https://journals.plos.org/plosone/article/file?type=printable&id=10.1371/journal.pone.0323249
Personnel Today. (2024, September 10). One-third of SMEs think AI can positively transform workplaces. Lähde https://www.personneltoday.com/hr/smes-ai-positive/
(n.d.). Building AI Competency in SMEs: Training and Development Strategies. Lähde https://www.researchgate.net/publication/392027257_Building_AI_Competency_in_SMEs_Training_and_Development_Strategies
(n.d.). The Impact of AI on SME Workforce Productivity and Skill Development. Lähde https://www.researchgate.net/publication/389031092_The_Impact_of_AI_on_SME_Workforce_Productivity_and_Skill_Development

Tekoälyn lainsäädännön noudattaminen (EU:n tekoälylaki)

Tämä osio sisältää resursseja, joissa kuvataan yksityiskohtaisesti Euroopan unionin tekoälylakia, mukaan lukien sen riskilähtöinen lähestymistapa, tekoälyjärjestelmien luokitukset, keskeiset pakolliset periaatteet ja eurooppalaisten pk-yritysten haasteet.

Autoriteit Persoonsgegevens. (n.d.). EU AI Act risk groups. Lähde https://www.autoriteitpersoonsgegevens.nl/en/themes/algorithms-ai/eu-ai-act/eu-ai-act-risk-groups
European Court of Auditors. (n.d.). Special report 08/2024: EU Artificial intelligence ambition. Lähde https://www.eca.europa.eu/en/publications?ref=sr-2024-08
EU Artificial Intelligence Act. (n.d.). Article 14: Human Oversight. Lähde https://artificialintelligenceact.eu/article/14/
EU Artificial Intelligence Act. (n.d.). EU Artificial Intelligence Act | Up-to-date developments and analyses of the EU AI Act. Lähde https://artificialintelligenceact.eu/
EU AI Act. (n.d.). Key Issue 5: Transparency Obligations. Lähde https://www.euaiact.com/key-issue/5
European Union. (n.d.). AI Act | Shaping Europe's digital future. Lähde https://digital-strategy.ec.europa.eu/en/policies/regulatory-framework-ai
europa.eu. (n.d.). EU AI Act: first regulation on artificial intelligence | Topics. Lähde https://www.europarl.europa.eu/topics/en/article/20230601STO93804/eu-ai-act-first-regulation-on-artificial-intelligence
(n.d.). Impact of EU Regulations on AI Adoption in Smart City Solutions: A Review of Regulatory Barriers, Technological Challenges, and Societal Benefits. Lähde https://www.mdpi.com/2078-2489/16/7/568
Pinsent Masons. (n.d.). A guide to high-risk AI systems under the EU AI Act. Lähde https://www.pinsentmasons.com/out-law/guides/guide-to-high-risk-ai-systems-under-the-eu-ai-act#:~:text=For%20example%2C%20AI%2Dbased%20biometric,in%20the%20context%20of%20law
um.si. (n.d.). ENHANCING AI ADOPTION IN EUROPEAN SMES: A R EFERENCE MODEL FOR SECURE AND ETHICAL INTEGRATION. Lähde https://press.um.si/index.php/ump/catalog/view/947/1465/5321
Sopra Steria. (n.d.). Your EU AI Act Summary: 8 things leaders need to know. Lähde https://www.soprasteria.be/newsroom/blog/details/your-eu-ai-act-summary-8-things-leaders-need-to-know
Trail-ML. (n.d.). EU AI Act: Risk-Classifications of the AI Regulation. Lähde https://www.trail-ml.com/blog/eu-ai-act-how-risk-is-classified

Tekoälyn käyttöönoton viitekehykset ja valmius

Tässä osiossa on tietoa teoreettisista viitekehyksistä, kuten teknologia-organisaatio-ympäristö (TOE) -mallista, sekä käytännön näkökohdista, joita on otettava huomioon arvioitaessa organisaation valmiutta ottaa tehokkaasti käyttöön tekoälyteknologioita.

ncl.ac.uk. (n.d.). Technology-Organization-Environment Framework - TheoryHub - Academic theories reviews for research and T&L. Lähde https://open.ncl.ac.uk/academic-teries/23/technology-organization-environment-framework/

Tekoälyratkaisujen arviointi ja hankinta

Tässä osiossa on koottu resursseja tekoälyominaisuuksien valintaan ja arviointiin liittyvistä parhaista käytännöistä ja tärkeistä huomioitavista seikoista, kuten tarkkuudesta, tietojen laadusta, lakien noudattamisesta, läpinäkyvyydestä, turvallisuudesta ja toimittajien arvioinnista.

(n.d.). AI Model Lifecycle Checklist · Healthcare AI Procurement Guide. Lähde https://coda.io/@aspen-tech-policy-hub/diagnosing-bias/ai-model-lifecycle-checklist-30
(n.d.). AI Vendor Questionnaire: Essential Questions to Ask. Lähde https://fairnow.ai/ai-vendor-questionnaire-questions/
Google Cloud. (n.d.). Responsible AI - Google Cloud. Lähde https://cloud.google.com/responsible-ai
Google Cloud. (n.d.). Responsible AI: Reliability and safety. Lähde https://cloud.google.com/responsible-ai/reliability-safety
(n.d.). What is AI accuracy?. Lähde https://www.ibm.com/topics/ai-accuracy
(n.d.). Responsible AI. Lähde https://www.ibm.com/artificial-intelligence/ai-ethics
ai. (n.d.). The Framework for Responsible AI. Lähde https://kore.ai/responsible-ai-framework/
(2025, March 7). Responsible AI checklist (updated 2025) | Ensure fairness and transparency in AI. Lähde https://lumenalta.com/insights/responsible-ai-checklist-updated-2025
Microsoft AI. (n.d.). Responsible AI Principles and Approach. Lähde https://www.microsoft.com/en-us/ai/principles-and-approach
(2025, March 12). Ethical AI Usage Checklist. Lähde https://www.novelvista.com/resources/pdf/blogs/other/Ethical-AI-Usage-Checklist.pdf
(n.d.). Responsible AI checklist and framework by Rupa Chaturvedi. Lähde https://www.reforge.com/artifacts/responsible-ai-checklist-and-framework-by-rupa-chaturvedi
Solutions Review. (2025, July 3). An AI Readiness Model Checklist with Recommended Web Tools. Lähde https://solutionsreview.com/an-ai-readiness-model-checklist-with-recommended-web-tools/

Suuret kielimallit (LLM) liiketoiminnalle

Tässä osiossa on resursseja suurten kielimallien (LLM) ymmärtämiseen, valintaan ja integrointiin erilaisissa liiketoimintasovelluksissa, mukaan lukien kustannukset, tietosuoja, räätälöinti ja skaalautuvuus.

Bacancy Technology. (n.d.). How to Choose the Right LLM Model: 8 Factors & Models to Consider. Lähde https://www.bacancytechnology.com/blog/how-to-choose-the-right-llm-model
(n.d.). LLM Comparison: Choosing the Right Model for Your Use Case. Lähde https://botscrew.com/blog/llm-comparison-choosing-the-right-model/
Erre Quadro. (2025, July 14). How to Customize an LLM to Fit Your Company's Needs?. Lähde https://www.errequadro.ai/en/how-to-customize-an-llm/
(2025, May 28). ChatGPT vs Gemini vs Claude: A Detailed Comparison. Lähde https://kanerika.com/blogs/chatgpt-vs-gemini-vs-claude/
(n.d.). ChatGPT vs Claude vs Gemini: Feature Comparison. Lähde https://magai.co/chatgpt-vs-claude-vs-gemini-feature-comparison/
(n.d.). Public vs Private LLMs: Secure AI for Enterprises. Lähde https://www.matillion.com/blog/public-vs-private-llms-enterprise-ai-security
(n.d.). What measures ensure LLM compliance with data privacy laws like GDPR?. Lähde https://milvus.io/ai-quick-reference/what-measures-ensure-llm-compliance-with-data-privacy-laws-like-gdpr
Protecto AI. (n.d.). Enterprises Are Hesitant To Share Data With LLMs. Here's Why. Lähde https://www.protecto.ai/blog/enterprise-llm-privacy-concerns/
Research AIMultiple. (2025, August 5). LLM Fine-Tuning Guide for Enterprises in 2025. Lähde https://research.aimultiple.com/llm-fine-tuning/
(2025, August 5). Large Language Models (LLMs) Integration: How To Do It and Why. Lähde https://springsapps.com/knowledge/large-language-models-integration-how-to-do-it-and-why
(2025, February 4). Fine-tuning large language models (LLMs) in 2025. Lähde https://www.superannotate.com/blog/llm-fine-tuning
That API Company. (2025, August 8). Why You Shouldn't Just Use ChatGPT for Your Business (And What to Do Instead). Lähde https://thatapicompany.com/the-costs-of-using-chatgpt-in-your-business-and-what-to-use-instead/
(2025, February 21). Large Language Models (LLM) Integration Guide: A Business-Friendly Approach. Lähde https://yellow.systems/blog/llm-integration

Tekoälyn hankinta, sopimukset ja sisäiset toimintaperiaatteet

Tässä osiossa on tietoa erilaisista tekoälyohjelmistojen ja -palveluiden sopimuksista, LLM-käyttökustannuksista, immateriaalioikeuksista sekä ohjeita vastuullisen tekoälyn ja LLM:n käytön sisäisten toimintaperiaatteiden laatimiseen organisaatioissa.