Deep Learning Specialization with TENSORFLOW

Why Choose Eiconik Academy?

Course Module 

Module 2 Idea of Deep Learning

The idea of Neural Networks
Perceptron
Training Neural Network
Activation Function
Understanding Derivatives
Forward Propagation
Backpropagation
Computing Loss
Gradient Descent
Regularization
Optimization
Shallow vs Deep Neural Network

Module 3 TensorFlow
Building Shallow Neural Network
Regression with TensorFlow
Classification with TensorFlow
Building Deep Neural Networks
Saving and Loading Model

Module 4 Introduction to Computer Vision
Working with OpenCV
Image Load and Save
Image Representation as Matrix
Image Transformations -
Color
Shape
Scale
Rotation
Contrast
Brightness
Blur

Module 5 Convolutional Neural Network (CNN)

CNN with TensorFlow
Multiclass Image Classification

Module 6 Sequence Modelling
Recurrent Neural Network
Long Short-Term Memory
Gated Recurrent Unit

Module 7 Natural Language Processing
Tokenization
Stop Words Filtering
Stemming
Lemmatization
Tagging POS
Chunking and Chinking
Dispersion Plot and Frequency Plot
Named Entity Recognition
Word Embedding

Capstone Project 3 Twitter Sentiment Analysis (Text)
Capstone Project 4 Fake News Detection (Text)
Capstone Project 2 Skin Cancer Detection
Capstone Project 1 Classification + Regression
Career Freelancing (Upwork) + LinkedIn + Kaggle

Training Key Benefits:

Certificate:

International Collaboration: Data Core
National Collaboration: Jashore University of Science and Technology (JUST)
Membership: BASIS