VALDI seamlessly connects customers who need computational power for their Machine Learning needs with other users who are lending their idle computers, servers, or other devices to the network. VALDI offers its customers unlimited machine learning for a fixed, low monthly cost. All computer owners are able to participate in revenue sharing from VALDI in exchange for intermittent and safe use of their computers. VALDI utilizes a proprietary distributed computing infrastructure to intelligently assign each machine learning job to the most appropriate available computer on the network. Tasks are managed to completion with a full reporting of results and insights relayed to the customer.The VALDI network enables smart, on-demand utilization of existing resources to avoid cost overruns and wasting of scarce resources.