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Deep Learning in Practice with TensorFlow - syllabus

Deep learning with Tensorflow Training in Pallikaranai, Chennai


TensorFlow a commonly referred Artificial Intelligence engine. Python is Perfect language for Data Science, Artificial Intelligence. TensorFlow available as package in Python like Numpy, Pandas.

AI, ML is more on practical now. Most promising AI applications in Conversational(ChatBot), Healthcare, Logistics, Fintech.

Image AI can add Intelligence to CCTV, drones to detect objects or potential threats such as intrusion, people with helmets, masks, weapons,Criminal face recognition, fire etc. Many more still discovering.

course designed such a way to handle real time solution for the industry problem. SPLASH - focus on data driven approach to build scalable machine learning model.

Deep Learning Training

 

Module 1 – Introduction to TensorFlow for ML/DL/AI

  • Working through ‘Hello World’ in TensorFlow and Python
  • An introduction to computer vision
  • Coding a Computer Vision Neural Network
  • Implementing your own convolutional layers
  • Adding automatic validation
  • Model evaluation - test accuracy
 

Module 2 – Convolutional Neural Networks (CNN) in TensorFlow

  • Exploring a Larger Dataset
  • Live project : Binary classification on Image dataset
  • Augmentation: A technique to avoid overfitting
  • Live Project : Multi-class classification
  • Exploring Dropout, Normalization

Module 3 - Natural Language Processing (NLP) in TensorFlow

  • Text Pre-processing
  • Noise Removal
  • Lemmatization
  • Stemming
  • Word Embeddings
  • Live Project : Sentiment in Text

Module 4 – Recurrent Neural Networks (RNN) in TensorFlow

  • Implementing RNN
  • Implementing Long Short Term Memory(LSTM)
  • Hyperparameter tuning
  • Live Project : Finding Next word should be
  • Live Project : AI to Write Poetry (Predicting Words)

Alternatively, The usage of PyTorch for Deep Learning task like NLP and computer vision is gaining in real world scenario. Choosing right framework (TensorFlow & PyTorch) is one of the major challenge. you can have look and compare the our Deep learning with PyTorch training syllabus here .

SPLASH - We always focus on Data, its may be RDBMS, No-SQL, Big Data or Data Analytics. check out our complete list of training courses.