Tensorflow Training


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TENSORFLOW TRAINING COURSE CONTENT


Section 1: Introduction to Deep Learning with TensorFlow

  • Deep Learning: A revolution in Artificial Intelligence
  • Limitations of Machine Learning
  • Discuss the idea behind Deep Learning
  • Advantage of Deep Learning over Machine learning
  • 3 Reasons to go Deep
  • Real-Life use cases of Deep Learning
  • Scenarios where Deep Learning is applicaScalarsble
  • The Math behind Machine Learning: Linear Algebra
    • Scalars
    • Vectors
    • Matrices
    • Tensors
    • Hyperplanes
  • The Math Behind Machine Learning: Statistics
    • Probability
    • Conditional Probabilities
    • Posterior Probability
    • Distributions
    • Samples vs Population
    • Resampling Methods
    • Selection Bias
    • Likelihood
  • Review of Machine Learning Algorithms
    • Regression
    • Classification
    • Clustering
    • Reinforcement Learning
    • Underfitting and Overfitting
    • Optimization
    • Convex Optimization
  • Section 2: Fundamentals of Neural Networks

    • Defining Neural Networks
    • The Biological Neuron
    • The Perceptron
    • Multi-Layer Feed-Forward Networks
    • Training Neural Networks
    • Backpropagation Learning
    • Gradient Descent
    • Stochastic Gradient Descent
    • Quasi-Newton Optimization Methods
    • Generative vs Discriminative Models
    • Activation Functions
    • Linear
    • Sigmoid
    • Tanh
    • Hard Tanh
    • Softmax
    • Rectified Linear
    • Loss Functions
    • Loss Function Notation
    • Loss Functions for Regression
    • Loss Functions for Classification
    • Loss Functions for Reconstruction
    • Hyperparameters
    • Learning Rate
    • Regularization
    • Momentum
    • Sparsity

    Section 3: Fundamentals of Deep Networks

    • Defining Deep Learning
    • Defining Deep Networks
    • Common Architectural Principals of Deep Networks
    • Reinforcement Learning application in Deep Networks
    • Parameters
    • Layers
    • Activation Functions – Sigmoid, Tanh, ReLU
    • Loss Functions
    • Optimization Algorithms
    • Hyperparameters

    Section 4: Introduction to TensorFlow

    • What is TensorFlow?
    • Use of TensorFlow in Deep Learning
    • Working of TensorFlow
    • How to install Tensorflow
    • HelloWorld with TensorFlow
    • Running a Machine learning algorithms on TensorFlow

    Section 5: Convolutional Neural Networks (CNN)

    • Introduction to CNNs
    • CNNs Application
    • Architecture of a CNN
    • Convolution and Pooling layers in a CNN
    • Understanding and Visualizing a CNN
    • Transfer Learning and Fine-tuning Convolutional Neural Networks

    Section 6: Recurrent Neural Networks (RNN)

    • Intro to RNN Model
    • Application use cases of RNN
    • Modelling sequences
    • Training RNNs with Backpropagation
    • Long Short-Term memory (LSTM)
    • Recursive Neural Tensor Network Theory
    • Recurrent Neural Network Model

    Section 7: Restricted Boltzmann Machine(RBM) and Autoencoders

    • Restricted Boltzmann Machine
    • Applications of RBM
    • Collaborative Filtering with RBM
    • Introduction to Autoencoders
    • Autoencoders applications
    • Understanding Autoencoders
    • Variational Autoencoders
    • Deep Belief Network

    Tensorflow Training in Chennai – Reviews


    See What Our Trained Tensorflow Candidates Says About Us

    Let our customers do the talking!

    Great Experience & Highly Recommended Training Institute

    Hi ,This is Prasanth ,I did my Professional Tensorflow training in Chennai by my experience.The trainer was well qualified and talented to make us understand the concepts.I am happy that I did my  certification training here,I like to suggest this as the best Tensorflow training institute

    Rajeev Krishna .M

    Best Tensorflow Training institute

    Hello Everyone,I joined Tensorflow training @ Credo Systemz . Best learning place for Tensorflow training in Chennai with practical knowledge. Overall Coaching was excellent .Thankz to My Trainer 

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    Tensorflow Training in Chennai

    Hai guys this is sankari .. I recently completed my tensorflow training in chennai @ Credo Systemz. All tensorflow training sessions are practical oriented and interactive. My trainer explains all the concepts very clearly with best examples so helpful to understand the tensorflow training topics easily. Tensorflow course fees are very less and timing also flexible for all.. Thank you so much Credo Systemz for gave best tensorflow training..

    Sankari

    Tensorflow Training with Excellent Tutors

    This is Mano and I have Completed my Tensorflow training in chennai at Credo Systemz. My Trainer way of teaching was practical oriented and clear all my doubts very clearly in all time. After completion of my tensorflow training I was very strong in all concepts. I highly recommended Credo Systemz as best tensorflow training institute in Chennai..

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