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Learning path · 13 parts

Computer Vision With Convolutional Networks

by MLHub Labs · 13 parts · about 308 min · intermediate

How machines see: convolutions, the classic architectures, transfer learning, detection and segmentation.

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Articles

Hands-On: Train a YOLO Detector on a Custom Dataset
Computer Vision
Part 13 of 13 · Computer Vision With Convolutional Networks

Hands-On: Train a YOLO Detector on a Custom Dataset

Build a small labeled dataset from scratch, train a YOLOv8 model with the ultralytics library, evaluate it with real detection …

M

MLHub Deep Learning Organization

23 hours ago • 27 min read

0 0 23
NVIDIA's Nemotron 3.5 Super VL Lands on AWS: One Model for Text, Images and Video Agents
News

NVIDIA's Nemotron 3.5 Super VL Lands on AWS: One Model for Text, Images and Video Agents

NVIDIA has added a 120-billion-parameter multimodal model, Nemotron 3.5 Super VL, to its open Nemotron family, and AWS has published …

The MLHub News Organization

1 day, 22 hours ago • 6 min read

0 0 27
Hands-On: Fine-Tune a ResNet on Your Own Photos
Computer Vision
Part 12 of 13 · Computer Vision With Convolutional Networks

Hands-On: Fine-Tune a ResNet on Your Own Photos

A complete, runnable walkthrough of loading a pretrained ResNet18, replacing its head, fine-tuning it in two phases on an image-folder …

M

MLHub Deep Learning Organization

2 days, 14 hours ago • 29 min read

0 0 22
AWS Publishes a Blueprint for Running AI Agents Safely Across a Whole Company
News

AWS Publishes a Blueprint for Running AI Agents Safely Across a Whole Company

Amazon Web Services has released a reference architecture that wraps Amazon Bedrock AgentCore in the governance, account isolation and release …

The MLHub News Organization

2 days, 22 hours ago • 5 min read

0 0 30
What a CNN Looks At: Grad-CAM and Saliency
Computer Vision
Part 11 of 13 · Computer Vision With Convolutional Networks

What a CNN Looks At: Grad-CAM and Saliency

A practical guide to opening up convolutional networks with saliency maps and Grad-CAM, so you can see which pixels actually …

M

MLHub Deep Learning Organization

4 days, 15 hours ago • 24 min read

0 0 39
AWS shows how to manage thousands of per-camera vision models with SageMaker SDK v3
News

AWS shows how to manage thousands of per-camera vision models with SageMaker SDK v3

A new AWS reference architecture tackles a problem that hits factories once a vision inspection pilot succeeds: scaling from one …

The MLHub News Organization

4 days, 22 hours ago • 6 min read

0 0 68
What a GPU Does for Deep Learning
Deep Learning

What a GPU Does for Deep Learning

A plain-language tour of why graphics cards became the engine of modern AI, covering parallel computation, memory bandwidth, tensor cores …

Niranjan Singh

1 week ago • 13 min read

0 0 11
Vision Transformers
Computer Vision
Part 9 of 13 · Computer Vision With Convolutional Networks

Vision Transformers

How the transformer architecture, originally built for text, was adapted to see images by treating them as sequences of patches, …

M

MLHub Deep Learning Organization

1 week ago • 24 min read

0 0 57
Canva builds its own AI image generator, betting on a 'plan first, draw later' approach
News

Canva builds its own AI image generator, betting on a 'plan first, draw later' approach

Canva has launched Craft, an in-house image generation model that plans a design before rendering it, aiming to compete with …

The MLHub News Organization

1 week, 1 day ago • 4 min read

0 0 49
Semantic and Instance Segmentation
Computer Vision
Part 8 of 13 · Computer Vision With Convolutional Networks

Semantic and Instance Segmentation

How neural networks learn to label every pixel in an image, and the difference between painting a scene by category …

M

MLHub Deep Learning Organization

1 week, 1 day ago • 24 min read

0 0 54
AWS Shows How to Mix Small and Large Models in One Agent to Cut Cloud Costs
News

AWS Shows How to Mix Small and Large Models in One Agent to Cut Cloud Costs

A new reference architecture from AWS, the Adaptive Agentic Intelligence Framework (AAIF), routes routine AI agent requests to small local …

The MLHub News Organization

1 week, 2 days ago • 5 min read

0 0 50
Object Detection: Anchors, YOLO and DETR
Computer Vision
Part 7 of 13 · Computer Vision With Convolutional Networks

Object Detection: Anchors, YOLO and DETR

How detectors go from a grid of pixels to a list of labelled boxes: the idea of anchors, how YOLO …

M

MLHub Deep Learning Organization

1 week, 2 days ago • 27 min read

0 0 56

Latest News

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  2. NVIDIA's Nemotron 3.5 Super VL Lands on AWS: One Model for Text, Images and Video Agents

    1 day, 22 hours ago • 6 min read

  3. AWS Publishes a Blueprint for Running AI Agents Safely Across a Whole Company

    2 days, 22 hours ago • 5 min read

  4. How Exowatt's fine-tuned small models outperformed frontier AI on solar-plant tasks

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