The 2025 Machine Learning Toolbox: Top Libraries and Tools for Practitioners

Which capability of AI, ML, robotics, or automation do you believe will have the most positive impact on you personally?

Increased efficiency and productivity in daily tasks

Advances in healthcare and medical innovation

Solutions for global challenges (climate, sustainability, energy)

Personalized learning and education opportunities

Enhanced creativity and new tools for innovation

Improved accessibility and inclusion for diverse communities

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Which capability of AI, ML, robotics, or automation do you believe will have the most negative impact on you personally?

Job displacement or reduced career opportunities

Privacy invasion and surveillance risks

Loss of human control or autonomy

Bias, misinformation, or manipulation through AI systems

Over-reliance on automation reducing human skills

Safety concerns with autonomous machines (e.g., self-driving cars, drones)

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What aspect of Artificial Intelligence interests you the most?

Machine Learning and Deep Learning

Natural Language Processing (NLP)

Robotics and Automation

AI Ethics and Governance

AI in Healthcare

Autonomous Vehicles

AI in Finance

Computer Vision

Other...

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