Tutors

Innomatics Research Labs

PROGRAM OVERVIEW

CURRICULUM

  ANN

  • Deep Learning Introduction
  • Maths Behind
  • Neural network architecture and Activation functions
  • Activation functions
  • Back propagation
  • DL_Prerequisites
  • ANN_part
  • DL_numericals_ipynb file
  • Handson_tensorflow
  • ANN_Regression_lab
  • Tensorflow_Basics
  • ANN_part1_part2
  • ANN_LAB

  CNN and Computer Vision

  • Introduction_to_OpenCV
  • OpenCV_part2
  • OpenCV_part3
  • opencv_ppt
  • CNN Introduction
  • Opencv_lab
  • OpenCV_part4
  • CNN_Implementation
  • Brain_tumor_detection_implementation
  • Basic_CNN_Brain_tumor_Detection
  • Transfer Learning
  • Hand Gesture Alphabet recognition_lab
  • Hand Gesture _Alphabet recognition_lab_2
  • Object Detection
  • Mask RCNN
  • Siamese network and Face mesh detection
  • UNET Architecture
  • CNN_Complete_material
  • GAN

  NLP

  • NLP introduction
  • Stemming and Lemmatization
  • NER
  • Word2vec
  • Bag of Words
  • TFIDF
  • LSTM
  • LSTM_part_2
  • Bidrectional_LSTM
  • Word2vec
  • TFIDF
  • LSTM
  • NLP material
  • Transformers_Bert_classification
  • Chatbot

  Assignments

  • ANN_Assignment_classification
  • ANN_Assignment_Regression
  • DL - openCV Assignment
  • CNN_Basic_Assignment
  • NLP_Sentiment_Analysis

  Projects

  • COVID 19 Lung damage detection( Open cv,CNN,TransferLearing)
  • Image Captioning Dataset

  Revision

  • Introduction to Colab
  • colab_kaggle_config
  • ANN_Classification
  • ANN Classification