Tutors

Innomatics Research Labs

PROGRAM OVERVIEW

CURRICULUM

  ANN

  • Recap of ML and Neural Network
  • Math Behind and Intro to Neural Network - I
  • Feed forward neural networks
  • Back Propagation
  • ANN_theory
  • Handson Tensorflow with simple example
  • Basics_mnist_boston_housing_material
  • ANN_classification_with_and_without_Trainloop
  • ANN_MNIST_CLassification_with_and_without_trainloop_material
  • SKImage_module
  • Skimage_module_and_Quick_recap_on_previous_topics

  CNN and Computer Vision

  • CNN introduction_with_parameter_understanding
  • CNN_architecture_pooling
  • CNN_files
  • CNN_Mnist_Classification
  • CNN_mnsit_files
  • Transfer Learning
  • Transfer_learning_Material
  • Transfer Learning_2
  • Transfer Learning 3
  • Object Detection
  • Object Detection

  CNN and Computer vision_2

  • Object Detection
  • Bounding boxes implementation
  • Bounding Boxes implementation_part2
  • Object Detection models
  • RCNN YOLO
  • Semantic Segmentation
  • Semantic_segmentation_2
  • Object_Detection_material
  • DL_material_Evening
  • semantic_segmentation_part3
  • SEmantic segmentation
  • Yolo
  • MaskRCNN_material

  NLP

  • NLP Basics
  • Word_embedding_Word2vec
  • Word2vec_implementation
  • Word2vec_implementaation_2
  • Introduction to RNN
  • NLP material_01
  • LSTM
  • LSTM and Timeseries
  • Transformers

  Assignments

  • ANN_Assignment_classification
  • ANN_Assignment_Regression
  • The Street View House Numbers (SVHN) Dataset
  • 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_ipynb

  OpenCV and CNN

  • Object detection
  • VGG
  • Transfer_Learning_Brain_Tumor_detection
  • Brain Tumor Detection
  • IOU
  • Object_detection_Models