Recently I did Data Science and Machine learning Bootcamp training at Sri Lanka.
This 3 days training was focus on getting started with Data Science technologies. Azure machine learning studio, R studio, Jupyter Notebook ,
Spyder with Python for data science. It also includes real world usage of machine learning for regression, classification and product recommendations.
Course Outline –
Introduction to Machine Learning
This module introduces machine learning and discussed how
algorithms and languages are used.
Lessons
· What is machine learning?
· Introduction to machine learning algorithms
· Introduction to machine learning languages
Introduction to Azure Machine Learning
Describe the purpose of Azure Machine Learning, and list the
main features of Azure Machine Learning Studio.
Lessons
· Azure machine learning overview
· Introduction to Azure machine learning studio
· Developing and hosting Azure machine learning applications
Managing Datasets
At the end of this module the student will be able to explore
various types of data in Azure machine learning.
Lessons
· Categorizing your data
· Importing data to Azure machine learning
· Exploring and transforming data in Azure machine learning
Building Azure Machine Learning Models
This module describes how to use regression algorithms and
neural networks with Azure machine learning.
Lessons
· Azure machine learning workflows
· Using regression algorithms
· Using neural networks
Using Azure Machine Learning Models
This module explores how to provide end users with Azure
machine learning services, and how to share data generated
from Azure machine learning models. Lessons
· Deploying and publishing models
· Consuming Experiments
Introduction to Python
• Python History
• Installing Python
• Installing IDE
Data types
• Numbers
• Sequences
• File
• Tuples
• Dictionaries
Data Science Intro
• Why Python for Data Science
• Popular packages
• Use cases
• Popular Libraries
• Panda
• Numpy
• Matplotlib
• Scikit-learn
Working with data
• Reading & Writing to different data sources
• Cleaning data
• Visualization
• Data Transformation
Introduction to Deep Learning
· Deep learning basics
· Deep learning tools
· Introduction to neural network
· CNN, ANN, RNN neural network
Introduction to Tensor Flow
· Installing Tensor Flow
· Tensor Flow basics
· Basic Neural Networks using tenser flow
· Advanced Neural Networks using tenser flow (CNN, RNN, ANN)
24 software engineers attended 3 Days of training.
For Training Requirement Contact-