Tutors

Innomatics Research Labs

PROGRAM OVERVIEW

CURRICULUM

  ANN

  • Math Behind - Linear Algebra
  • Linear Alzebra
  • Linear Alzebra
  • Neural networks introduction
  • Activation_Functions
  • Forward propagation and Optimization functions
  • Perceptron_Multilayer_Perceptron
  • Neural Network Material

  Opencv and CNN

  • CNN - I
  • CNN-II
  • CNN-III
  • CNN_FOR_Image_Classification
  • CNN Classification
  • OpenCV
  • Opencv_part_2
  • Review
  • Yolo
  • Training Faster RCNN
  • classification

  Transfer Learning and Object Detection

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  NLP

  • Unet segmentation and introduction to NLP
  • NLP_Lab_Sentiment_Analysis
  • Word_embeddings_Word2vec
  • Glove_RNN_LSTM
  • Encoder_Decoder_Bert
  • LSTM and BERT implementation

  Nag

  • ANN Classification
  • Chest_xrays_ipynb
  • Pneumonia_Project

  Assignments

  • ANN_Assignment_classification
  • ANN_Assignment_Regression

  Projects

  • COVID 19 Lung Damage Detection

  Technical Assessment - MCQ's

  • Python Technical Assessment
  • Python Coding Questions