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2Day Hands-on workshop on Deep Learning in Computer Vision.

Sat, 31 Aug 2019 10:00AM - Sun, 1 Sep 2019 5:00PM
91springboard Vikhroli , mumbai central suburbs
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Rs 2500 onwards
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This is a specialized workshop for Deep Learning in Computer Vision. And designed for audiences that have some technical aptitude. 

Usecases - 
1. Alexnet, GoogleNET, ResNet, etc. 
2. Self-driving car - OpenCV
3. Cellular Nuclei Detection in Micro-organisms 
4. Real-time facial recognition and emotion detection.

DAY 1:

  • Motivation: Interesting applications on Computer Vision
  • Introduction to Computer Vision
  • Image Classification

    • The data-driven approach
    • K-nearest neighbor

  • Loss function and Optimization

    • SoftMax
    • SVM
    • Stochastic gradient descent

  • Introduction to Neural Networks

    • Backpropagation
    • The Neural viewpoint

  • Convolutional Neural Network

    • Filter
    • Dropout
    • Pooling

  • CNN Architectures for Computer Vision

    • AlexNet, VGG, GoogLeNet, ResNet, etc

  • Data handling in Computer Vision (Hand-o)

    • Data Splitting
    • Data Augmentation

      • Resize, flipping, rotation, noise, etc

    • Image Classification with ML (Model Training and Deployment)

DAY 2:

  • Hyperparameter Tuning

    • Epochs
    • Steps
    • Batch size
    • Learning rate
    • Optimizer

  • Deep Learning Hardware

    • CPUs and GPUs
    • Dynamic vs Static computation Graph

  • OpenCV in Automotive: Self-driving car (Training & Deployment)
  • Detection & Segmentation

    • Object Detection
    • Object Segmentation
    • Image annotation
    • Visualizing & understanding of data

  • OpenCV for Healthcare: Nuclei Detection in Micro-Organism & Segmentation (Training & Deployment)
  • OpenCV for Real-time Facial Recognition & Emotion Prediction (Training & Deployment)
  • Generative Models
  • General Adversarial Networks

Date: 31st Aug-1st Sept 2019 (Sat-Sun)
Venue: 91springboard, Vikhroli Hub. 
Time: 10 AM - 5 PM

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Map & Directions

Map & Directions
91springboard Vikhroli Godrej & Boyce, Gate No 2, Plant No. 6, LBS Marg,, Opposite Vikhroli Bus Depot, Vikhroli West, Godrej & Boyce Industry Estate, Vikhroli West, Mumbai, Maharashtra 400079, India
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