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PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
Object Detection
PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
Today’s Training Topics
❖ What is Object Detection?
❖ Object Detection Working
❖ What is Tensorflow?
❖ Tensorflow Object Detection – Demo
❖ Tensorflow Real-Time Object Detection - Demo
AI & DEEP LEARNING with TENSORFLOW www.edureka.co/ai-deep-learning-with-tensorflow
PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
What is Object Detection?
Object detection is a computer technology related to computer vision and image
processing that deals with detecting instances of semantic objects of a certain
class (such as humans, buildings, or cars in digital images and videos
AI & DEEP LEARNING with TENSORFLOW www.edureka.co/ai-deep-learning-with-tensorflow
PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
%
Object Detection Applications
PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
Applications of Object Detection
FACE
Recognition
PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
Applications of Object Detection
People
Counting
PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
Applications of Object Detection
Industrial
Quality
Check
PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
Applications of Object Detection
%
Self Driving
Cars
PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
Applications of Object Detection
%
Security
PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
%
Object Detection Workflow
PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
Workflow of Object Detection
BIKE
Training Data Testing Data
Classification
AI & DEEP LEARNING with TENSORFLOW www.edureka.co/ai-deep-learning-with-tensorflow
PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
%
Tensorflow?
PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
What are Tensors?
Tensors are the standard way of representing data
in deep learning
Tensors are just multidimensional arrays, an extension of 2-dimensional
tables (matrices) to data with higher dimension.
Tensor 0f Dimension -6 Tensor 0f Dimension –[6,4] Tensor 0f Dimension –[6,4,2]
AI & DEEP LEARNING with TENSORFLOW www.edureka.co/ai-deep-learning-with-tensorflow
PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
What is TensorFlow?
In Tensorflow, computation is approached as a
dataflow graph
Tensor Flow
ADD
MATMUL
Data
RESULT
AI & DEEP LEARNING with TENSORFLOW www.edureka.co/ai-deep-learning-with-tensorflow
PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
Object Detection in TensorFlow
Training TensorFlow
Model
INPUT DATA
OUTPUT
model
Test Data
AI & DEEP LEARNING with TENSORFLOW www.edureka.co/ai-deep-learning-with-tensorflow
PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
Object Detection Prerequisites
▪ Tensorflow
▪ Tensorboard
▪ Python
▪ COCOAPI
▪ PROTOBUF
%
Object Detection Demo -1
PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
Object Detection Prerequisites
▪ Tensorflow
▪ Tensorboard
▪ Python
▪ Matplotlib
▪ COCOAPI
▪ PROTOBUF
AI & DEEP LEARNING with TENSORFLOW www.edureka.co/ai-deep-learning-with-tensorflow
PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
Object Detection Prerequisites
▪ Tensorflow
▪ Tensorboard
▪ Python
▪ COCOAPI
▪ PROTOBUF
%
Live Object Detection Demo -2
TensorFlow Object Detection | Realtime Object Detection with TensorFlow | TensorFlow Python | Edureka

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TensorFlow Object Detection | Realtime Object Detection with TensorFlow | TensorFlow Python | Edureka

  • 1. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
  • 2. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training Object Detection
  • 3. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training Today’s Training Topics ❖ What is Object Detection? ❖ Object Detection Working ❖ What is Tensorflow? ❖ Tensorflow Object Detection – Demo ❖ Tensorflow Real-Time Object Detection - Demo AI & DEEP LEARNING with TENSORFLOW www.edureka.co/ai-deep-learning-with-tensorflow
  • 4. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training What is Object Detection? Object detection is a computer technology related to computer vision and image processing that deals with detecting instances of semantic objects of a certain class (such as humans, buildings, or cars in digital images and videos AI & DEEP LEARNING with TENSORFLOW www.edureka.co/ai-deep-learning-with-tensorflow
  • 5. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training % Object Detection Applications
  • 6. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training Applications of Object Detection FACE Recognition
  • 7. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training Applications of Object Detection People Counting
  • 8. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training Applications of Object Detection Industrial Quality Check
  • 9. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training Applications of Object Detection % Self Driving Cars
  • 10. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training Applications of Object Detection % Security
  • 11. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training % Object Detection Workflow
  • 12. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training Workflow of Object Detection BIKE Training Data Testing Data Classification AI & DEEP LEARNING with TENSORFLOW www.edureka.co/ai-deep-learning-with-tensorflow
  • 13. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training % Tensorflow?
  • 14. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training What are Tensors? Tensors are the standard way of representing data in deep learning Tensors are just multidimensional arrays, an extension of 2-dimensional tables (matrices) to data with higher dimension. Tensor 0f Dimension -6 Tensor 0f Dimension –[6,4] Tensor 0f Dimension –[6,4,2] AI & DEEP LEARNING with TENSORFLOW www.edureka.co/ai-deep-learning-with-tensorflow
  • 15. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training What is TensorFlow? In Tensorflow, computation is approached as a dataflow graph Tensor Flow ADD MATMUL Data RESULT AI & DEEP LEARNING with TENSORFLOW www.edureka.co/ai-deep-learning-with-tensorflow
  • 16. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training Object Detection in TensorFlow Training TensorFlow Model INPUT DATA OUTPUT model Test Data AI & DEEP LEARNING with TENSORFLOW www.edureka.co/ai-deep-learning-with-tensorflow
  • 17. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training Object Detection Prerequisites ▪ Tensorflow ▪ Tensorboard ▪ Python ▪ COCOAPI ▪ PROTOBUF % Object Detection Demo -1
  • 18. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training Object Detection Prerequisites ▪ Tensorflow ▪ Tensorboard ▪ Python ▪ Matplotlib ▪ COCOAPI ▪ PROTOBUF AI & DEEP LEARNING with TENSORFLOW www.edureka.co/ai-deep-learning-with-tensorflow
  • 19. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training Object Detection Prerequisites ▪ Tensorflow ▪ Tensorboard ▪ Python ▪ COCOAPI ▪ PROTOBUF % Live Object Detection Demo -2