ValentininPicselliaHow to Reduce Training Data with Self-Supervised LearningDeep Neural Networks such as Deep CNNs are excellent feature extractors. Learn best practices for reducing training data in computer…Jul 28, 2022Jul 28, 2022
ValentininPicselliaWhat Is Image Data Augmentation and Why Use It?To solve the problem of data scarcity, we use data augmentation techniques. But how do you augment image data? Learn more!Jul 18, 20221Jul 18, 20221
ValentininPicselliaWhy Do Classical MLOps Tools Not Fit Computer Vision?CV pipelines require a set of processes that are exclusive to Computer Vision. This is where CVOps–a fusion of MLOps and Computer Vision.Jul 6, 2022Jul 6, 2022
ValentininPicselliaHow To Optimize Computer Vision Models For Edge DevicesThis article will introduce you to “Inference at the Edge” and “Inference Optimization Techniques” in Machine Learning.Jul 5, 2022Jul 5, 2022
ValentininPicselliaData Versioning & Feedback Loop Best Practices in Computer VisionAuthor: Konstantinos Poulinakis for PicselliaJun 6, 2022Jun 6, 2022
ValentininPicselliaHow We Built a Dataset Visual Similarity Search Feature By Using Embeddings and QdrantLearn to implement a scalable visual search feature to find similar images across millions of images for multiple clients at the same time.May 18, 2022May 18, 2022
ValentininPicselliaKey Metrics You Must Monitor When Building A Computer Vision Monitoring SolutionAuthor: Haziqa Sajid for PicselliaApr 27, 2022Apr 27, 2022
ValentininPicselliaData Management in AI: Key Success FactorA recent Cognilytica study states that the greatest challenge faced by most AI/ML teams is data management and optimization. About 50% of…Apr 15, 2022Apr 15, 2022
ValentininPicselliaMLOps Applied: How to Use Computer Vision in Cancer Cell ResearchWe casted a webinar to introduce the new version of our platform, now centered on MLOps, and more precisely, on CVOps–MLOps applied…Mar 28, 2022Mar 28, 2022
ValentininPicselliaHow to Train YOLOv5 on a Custom Dataset, Step by StepNote: The following video was recorded on Picsellia’s previous version in 2021, while this current blog article has been updated with…Mar 17, 20221Mar 17, 20221