Tutors

Innomatics Research Labs

PROGRAM OVERVIEW

CURRICULUM

  Deep Learning

  • Intro to DL and Applications
  • Tensorflow implementation for Normal Neural Network
  • Math Behind
  • ANN - I Forward Selection and Activation Function s
  • Forward Propagation Code (Manual)
  • Forward Propogation Theory PDF Class File
  • Backward Propagation
  • Backward Propagation Files
  • Backward Propagation Lab
  • ANN - Optimizations
  • Back_Propagation_explaine Lab
  • Optimizers PDF
  • Credit Card Use case

  Computer Vision

  • Computer_Vision_Files
  • CNN Theory
  • Image Augmentation and CNN Lab
  • CNN Lab Files
  • CNN Project
  • Image Segmentation
  • RCNN
  • RCNN Lab - II
  • RCNN Faster
  • RCNN Paper
  • RCNN Paper 2
  • 9th Aug
  • Mask RCNN Lab
  • Opencv
  • 12th Aug Open CV - II
  • GAN's Part 1
  • GAN's Part 2

  NLP

  • Text Pre Processing
  • TF IDF and
  • Word Embedding Theory Class
  • Practical TD IDF , Word2Vec Gloves - Word Embedding
  • RNN and LSTM - I
  • RNN and LSTM - II
  • Encoder and Decoder - I
  • BERT
  • BERT - II
  • NLP Files
  • BERT-III
  • BERT SARCASM DETECTION
  • Interview Preparation and overview of NLP

  Assignments

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  Projects

  • Emotion Detection From Text