GiiLD Solutions
Smaller models. Tiny datasets. Less energy. Less expensive.
Analyze weights like a brain surgeon.
Brain Surgery
Analyzing and pruning model weights is like performing delicate brain surgery on your AI model — you’re carefully identifying which neural connections truly matter and which ones are just noise. By strategically removing redundant or weak weights, you’re refining the model’s “neural pathways,” making it leaner without dulling its intelligence. This process not only sharpens the model’s performance but also reduces computational load, memory footprint, and deployment costs. In essence, pruning is a precision operation that leaves your AI brain smarter, smaller, and more efficient — a lighter, faster version of itself that still thinks just as clearly.
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Read our brain surgery case study.
GiiLD's Brain Surgery Solutions
Get smoother accuracy and loss curves, eliminate NaN errors, and break through accuracy plateaus.
Give your model amnesia. Remove copyright material or sensitive data to stay up to date on legal standards and regulations.
Visualize your model with poqet ai. Uncover the mystery of what your weights are doing via poqet ai's heat maps.