AI Data Scientist
causaLens has developed an AI Data Scientist, capable of winning gold Kaggle medals, and is being utilised for real-world scientific work.
AI Data Scientist: Multi-Medal Wins at Kaggle
Marcin Milkitz, Director of Machine Learning, and Zack Clark-Kingston, Senior Machine Learning Engineer, sat down with Darko Matovski to discuss how the AI Data Scientist works in practice, the significant potential for scientific breakthroughs this unlocks, and how it won a Gold Medal and two Silver Medals for its performance.
The Real-World Potential
Scaled Data Science
Data science has long been limited by human bandwidth, slow, costly, and reliant on iterative manual work. The AI Data Scientist removes those limits, running thousands of experiments autonomously to deliver production-ready insights in hours, not weeks.
Scientific Breakthroughs
Scientific discovery has always been gated by human capacity and time. With an AI Data Scientist that can test, learn, and optimize continuously, research can evolve 24/7, turning months of exploration into minutes of insight.
Material Science
Discovering new materials traditionally requires years of simulation and lab work. The AI Data Scientist can autonomously test billions of molecular combinations to uncover novel alloys, composites, and green materials in a fraction of the time.
Health & Life Sciences
In healthcare and biology, progress depends on sifting through complex, noisy data. The AI Data Scientist can autonomously identify causal relationships, design experiments, and accelerate breakthroughs in drug discovery and precision medicine.
The AI Data Scientist's Medal Winning Workflow
In this overview, you'll see the workflow that the AI Data Scientist went through, the different approaches it took, the approach it selected to follow through with, and the end results.
The AI Data Scientist:
Autonomously chose the best approach for completing the challenge
Successfully completed the challenge, won the Kaggle medal, and ran continuously without human intervention.
The AI Data Scientist
What will scientific breakthrough will you uncover?