Tutors

Innomatics Research Labs

PROGRAM OVERVIEW

CURRICULUM

  DeepLearning_ANN

  • Introduction to DeepLearning
  • Maths Behind DL
  • maths Behind DL_2
  • DL_material_01
  • Deeplearning_prerequisites_Neural_Nework_Introduction
  • NN_architecture and Activation functions
  • Activation Functions
  • Activation_functions and Back propagation
  • Gradient Decent and Implementation
  • GD_EPOOCHS_SOFTMAX_CALLBACKS_DROPOUT
  • DL_material_2
  • Tensorflow_Handson
  • ANN_Classification_model_implementation_diabetes_dataset
  • Optimization_Functions_implementation
  • Complete material _ANN

  OpenCV and CNN

  • OpenCV_Introduction
  • OpenCV_Part2
  • OpenCV_part3
  • OpenCV_part4
  • Face_detection_using_mediapipe_Cascade
  • DL_material_02
  • CNN_Introduction
  • FeatureMap_CNN_implementation
  • CNN_Alphabets_classification
  • Image_Augmentation and TransferLEarning
  • Residuals_skip_connections_implementation
  • CNN_TransferLearning
  • Brain_tumour_detection _using_Transfer_learning
  • Obejcet_detection_MaskRCNN
  • Yolo_introduction_and_implementation
  • siamese network implementation
  • GAN_introduction_and_implementation
  • BI_directional_LSTM_classifier
  • Word_2_Vec_NER_Spacy_Topic_Modelling

  NLP

  • NLP introduction
  • NLP_tokenization_Ngrams
  • Bagofwords_implementation
  • TF_IDF_Implementation
  • NER_Spacy_implementation
  • Word2vec_implementation
  • SPAM_Classifier
  • RNN_LSTM_Forecasting
  • LSTM Classification
  • Attention Modelling and Rasa chatbot
  • Transformers_with_implementation

  Assignments

  • ANN_assignment
  • ANN_Assignment_Regression
  • DL - openCV Assignment
  • Dogs vs cats Classification
  • NLP_Text_Analysis
  • NLP_Sentiment_Analysis

  Projects

  • COVID 19 Lung Damage Detection
  • Image Captioning Dataset

  Revision

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