Dive into MLOPS fundamentals to enhance your expertise for designing, creating, and deploying laptop imaginative and prescient tasks for real-world, industrial purposes
Today, we encounter (and possibly produce on our personal) many laptop imaginative and prescient tasks, the place AI is the most well liked matter for brand spanking new applied sciences. Fantastic-tuning a pre-trained picture classification, object detection, or another laptop imaginative and prescient undertaking is just not a giant deal. However what’s the appropriate method of making and deploying an AI undertaking for industrial utilization?
MLOps (Machine Studying Operations) is a set of practices, instruments, and frameworks geared toward automating the event, deployment, monitoring, and administration of machine studying fashions in manufacturing environments. It bridges the hole between the analysis and improvement environments and helps us enhance each levels.
On this full set of tutorials, we will likely be masking every step of a pc imaginative and prescient undertaking’s MLOPS cycle.
A whole cycle of MLOPS for an AI undertaking is listed beneath, with an instance instrument that we are going to use to perform the associated step:
- Knowledge versioning & Administration (DVC)
- Experiment Monitoring (MLFlow)