Towards Autonomous
Industry
- Deep Learning
Vivek Akkala
Naresh Reddy B
Convolutional Neural Networks 1
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Neural networks in machine learning, Thesis of Machine Learning
it gives the brief description regarding neural networks,hope it wil help to understand the basic thing in machine learning.
Typology: Thesis
2016/2017
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Towards Autonomous
Industry
- Deep Learning
Vivek Akkala
Naresh Reddy B
Applications of Computer
Vision
Normalized Cut Technique
Viola Jones Technique
IMAGE Net challenge
22K categories and 14M images
- Plants • Person • Sport
Activities
- Food
- Tree • Materials • Scenes • Animals
- Flowe
r
- Aircraft • Indoor • Bird
- Tools • Applianc
es
- Geologic
al
- Fish
Image Classification
challenge
The Image Classification Challenge:
1,000 object classes
1,431,167 images
Output:
Scale
T-shirt
Steel
drum
Drumstick
Mud turtle
Output:
Scale
T-shirt
Giant
panda
Drumstick
Mud turtle
Challenges
• Illumination
• Background
Challenges
• Deformation
• Occlusion
How it is?
Neural Networks (Deep
Learning)
w (^0) x 0 w 1 x 1
w 2 x^2
f 1 (output )
f 2 (output ) Convolutional Neural Networks 14
2D Convolution Operation
a b C d e f g h i Kernel input
Example of 2D convolution
Input kernel (^) Output