02 Oct
|
Soothsayer Analytics
|
India
02 Oct
Soothsayer Analytics
India
Experience: 4+ Years
About the Role:
Soothsayer is seeking a Data Scientist / Machine Learning Engineer with hands-on experience in Computer Vision to join our analytics team. You will work on developing and improving AI models for visual inspection and image-based analysis, supporting real-world industrial use cases.
This role is focused on implementation, experimentation, and continuous improvement of models under guidance from senior team members.
Job Responsibilities
• Develop and train computer vision models for tasks such as image classification, object detection, and segmentation.
• Work with image datasets, including data cleaning, annotation support, preprocessing, and augmentation.
• Apply deep learning frameworks to build and improve model performance.
• Implement and test approaches for anomaly detection, including unsupervised defect localization using PatchCore, and work with up-to-date architectures such as Segment Anything (SAM) and Swin Transformers.
• Apply standard machine learning techniques such as Regression, Gradient Boosting,
and Time-Series methods to integrate visual data with structured metadata for business insights.
• Evaluate model performance using metrics such as mAP, precision, recall, and F1-score, and follow established validation approaches to ensure model reliability.
• Assist in integrating models into existing pipelines and support deployment efforts.
• Work closely with cross-functional teams to communicate results to technical stakeholders and clients.
Technical Skills & Stack:
Computer Vision & Deep Learning (Core Focus):
• Libraries: PyTorch, OpenCV, scikit-image, Detectron2, MMSegmentation, and anomalib.
• Architectures: ResNet, Faster R-CNN, Swin Transformer, Autoencoders (SAE/VAE), and Masked Autoencoders (MAE).
• Concepts: Image classification, object detection, segmentation, basic CNN architectures
Machine Learning & Data Science:
• Techniques: Supervised/Unsupervised learning, XGBoost, LightGBM, Random Forest, PCA/SV
📌 Computer Vision Engineer (India)
🏢 Soothsayer Analytics
📍 India