Learning Path

Deep Learning for Image and Video Analysis

Python for Data Science and CV → Hands-on CV Project

14 Knowledge Nodes · 14 Learning Steps · v0 Active

A graduate-level learning path for CV practitioners to apply machine learning and deep learning to image and video analysis tasks. It covers the full chain from Python and linear algebra foundations through CNNs, object detection, segmentation, transfer learning, and video-specific techniques, with hands-on practice and project-based assessment.

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Learning Route

14 learning steps · 3 phases. Click any step to inspect it and see it on the Knowledge Map.

Phase 1

Foundation

5 steps

Phase 2

Core Concepts

5 steps

Phase 3

Advanced Topics

4 steps