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 applicable
The Math behind Machine Learning: Linear Algebra
The Math Behind Machine Learning: Statistics
Samples vs Population
Review of Machine Learning Algorithms
Underfitting and Overfitting
Defining Neural Networks
The Biological Neuron
Multi-Layer Feed-Forward Networks
Training Neural Networks
Stochastic Gradient Descent
Quasi-Newton Optimization Methods
Generative vs Discriminative Models
Loss Function Notation
Loss Functions for Regression
Loss Functions for Classification
Loss Functions for Reconstruction
Defining Deep Learning
Defining Deep Networks
Common Architectural Principals of Deep Networks
Reinforcement Learning application in Deep Networks
Activation Functions – Sigmoid, Tanh, ReLU
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
Introduction to CNNs
Architecture of a CNN
Convolution and Pooling layers in a CNN
Understanding and Visualizing a CNN
Transfer Learning and Fine-tuning Convolutional Neural Networks
Introduction to RNN Model
Application use cases of RNN
Training RNNs with Backpropagation
Long Short-Term memory (LSTM)
Recursive Neural Tensor Network Theory
Recurrent Neural Network Model
Restricted Boltzmann Machine
Applications of RBM
Collaborative Filtering with RBM
Introduction to Autoencoders
Deep Belief Network
Mindmajix offers advanced TensorFlow interview questions and answers along with TensorFlow resume samples. Take a free sample practice test before appearing in the certification to improve your chances of scoring high.
Upon completion of this course, you will be able to:
The following job roles will get benefited from this training:
Prerequisites for this course include basic programming knowledge and fundamentals of Mathematics and Statistics.
From this course, you will:
Our TensorFlow course covers all the topics that are required to clear TensorFlow certification. Trainer will share TensorFlow certification guide, TensorFlow certification sample questions, TensorFlow certification practice questions.
Yes, you get two kinds of discounts. They are group discount and referral discount. Group discount is offered when you join as a group, and referral discount is offered when you are referred from someone who has already enrolled in our training.
The trainer will give Server Access to the course seekers, and we make sure you acquire practical hands-on training by providing you with every utility that is needed for your understanding of the course.
The trainer is a certified consultant and has significant amount of experience in working with the technology.
Yes, we accept payments in two installments.
If you are enrolled in classes and/or have paid fees, but want to cancel the registration for certain reason, it can be attained within first 2 sessions of the training. Please make a note that refunds will be processed within 30 days of prior request.
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