Tutors

Innomatics Research Labs

PROGRAM OVERVIEW

CURRICULUM

  Deep Learning - ANN & CV

  • Math Behind
  • Linear Algebra Basics
  • Machine Learning Imabalance Dataset
  • Imbalance Dataset Lab - II
  • Imbalanced Classification File
  • ANN - I
  • ANN - II
  • ANN - III
  • ANN - IV
  • ANN - V
  • ANN Lab Files - Part 1
  • ANN - Complete Project Lab
  • Activation and Loss functions PDF
  • ANN Part 2 Files
  • 12th July DNN
  • ANN Lab
  • 13th July CNN - I
  • 14th July CNN - II
  • 18th July CNN project on mnist digits Calculating output shapes, parameters etc
  • 19th July Using CNN on A complex dataset The need and concept of transfer learning
  • CNN PDF
  • 20th July Kerala Applications library and available arch VGG INCEPTION RESNET EFFICIENTET
  • 21st July Using (modifying) inception v3 with pretrained weights (cats and dogs dataset)
  • 22nd July Intro to Tensorflow hub, Using models from tensorflow hub
  • 26th July Revision - optimizers (momentum, RMSprop, Adam)
  • 27th July open cv tutorial (operations on images)
  • 28th July : More operations , Capturing image on webcam , Face recognition Using haarcascade
  • 29th July text preprocessing
  • opemcv and transfer learning Files
  • opencv tutorial and Realtime face detection Files
  • 1st Aug
  • 3rd Aug
  • 4th Aug RealTime Face Detection
  • 5th Aug
  • Semantic Segmentation Paper PDF
  • U Net paper PDF
  • 8th Aug YOLO and Object Detection
  • Project Discussion - Road Signs Categories Classification
  • Sentiment Analysis
  • Aug 17th
  • 18th Aug

  NLP

  • 22nd Aug - NLP Text Pre Processing
  • Application
  • Text Preprocessing - II
  • Word Emending
  • Twitter Use case data Preprocessing
  • Twitter Use case data Preprocessing - II
  • Twitter Sentiment Analysis Files
  • Text Preprocessing with Spacy
  • Spacy Tutuorial
  • RNN & LSTM
  • RNN & LSTM - I