Marin Niehues
AI beyond the code: Master your organisational AI implementation.
#1about 6 minutes
The challenge of optimizing tire production planning
Manual production planning for expensive machinery leads to inefficiencies and lost revenue, creating a clear business need for an AI-driven solution.
#2about 3 minutes
Assembling the team and building the initial concept
A cross-functional team of data engineers, scientists, and AI engineers is formed and successfully develops the core AI model concept in the initial sprints.
#3about 7 minutes
Distinguishing true AI from legacy rule-based algorithms
The project is challenged by a legacy system mistaken for AI, highlighting the organizational need to understand the difference between basic algorithms and self-learning systems.
#4about 7 minutes
Data silos are the enemy of machine learning
Being denied access to real production data reveals that organizational data silos and a lack of data governance will prevent any machine learning model from succeeding.
#5about 5 minutes
How C-level micromanagement creates organizational overhead
Escalating issues to the C-level results in a series of unproductive workshops and a bloated, unfunded task force, demonstrating how micromanagement stifles progress.
#6about 3 minutes
Six key strategies for successful organizational AI adoption
A summary of crucial lessons learned includes fostering AI understanding, building shared commitment, implementing a data strategy, removing silos, and empowering expert teams.
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Matching moments
03:28 MIN
Why corporate AI adoption lags behind the hype
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Final advice for developers adapting to AI
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Shifting HR from standard products to AI-powered platforms
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07:03 MIN
The strategic value of hiring freelancers in the AI era
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03:31 MIN
Using AI to make work more human, not replace humans
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How AI is changing the freelance developer experience
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04:27 MIN
Moving beyond headcount to solve business problems
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03:48 MIN
Automating formal processes risks losing informal human value
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