Program Overview
Machine learning is a branch of Artificial Intelligence wherein computers have the ability to learn without being explicitly programmed.
Deep learning is a subfield of machine learning which uses methods based on learning data representations and structures such as neural networks.
Python is a high-level programming language famous for its clear syntax and code readability.
In this instructor-led, live training, participants will learn how to implement deep learning models for telecom using Python as they step through the creation of a deep learning credit risk model.
Program Content
Introduction to Deep Learning:
- Machine Learning
- Neural Networks
- Deep Learning
- Forward & Backward Propagation
- Neural Networks Hyper-Parameters Tuning
- Bias and Variance
- Types of Activation Functions
Single Layer Neural Networks
- Initializing Weights
- Forward Propagation
- Activation Functions
- Cost Functions
- Backward Propagation
- Optimization
Neural Networks in Keras
- Introduction to Keras
- Applying Neural Networks in Keras
- Parameter Tuning in Keras
Convolutional Neural Network (CNN)
- Classic CNN’s
- CNN Applications
- Classification with Localization
- Computer Vision
- OpenCV
- Object Detection
- Object Recognition
Natural Language Processing (NLP)
- Introduction to NLP
- Text Pre-processing
- Categorical Variables
- Word Representation
- Word Embedding
- Word2Vec
- Recurrent Neural Network (RNN)
- Gated Recurrent Unit (GRU)
- Long-Short Term Memory (LSTM)
Program Benefits
Upon completion of this course, participants will be able to:
- Understand the fundamental concepts of deep learning.
- Learn the applications and uses of deep learning in telecom.
- Use Python, Keras, and TensorFlow to create deep learning models for telecom.
- Build their own deep learning customer churn prediction model using Python.
Who Should Attend
- Developers
- Data scientists
Course Duration
40 Hours
Registration Deadline
Three days before the course date.
Registration and Payment
- Open www.thetraining-hub.com/ Training Facilities/Course Registration and fill your registration form.
- Course fees include material, lunch, 2 coffee breaks and certificate.
- Payment by cheque in The Training HUB’s name, cash to our address or by bank transfer.
- Your registration is confirmed only after course payment
- Payment is non-refundable; however, participant can be substituted or can attend next confirmed round of the same course or another course.
For More Information
Phone: 02 22907369 / 22909369
Mobile: 01280720167- 01280653407
Email: info@thetraining-hub.com
