Deep Learning on Azure with Python: Introduction to Machine Learning
- Offered byFutureLearn
Deep Learning on Azure with Python: Introduction to Machine Learning at FutureLearn Overview
Duration | 5 weeks |
Total fee | ₹900 |
Mode of learning | Online |
Official Website | Go to Website  |
Credential | Certificate |
Deep Learning on Azure with Python: Introduction to Machine Learning at FutureLearn Highlights
- Duration 5 weeks
- Weekly study 5 hours
- 100% online Learn at your own pace
Deep Learning on Azure with Python: Introduction to Machine Learning at FutureLearn Course details
- This self-paced course offers you the chance to explore the key skills needed to become a machine learning engineer, in turn developing your understanding of how deep learning works.
- Machine learning is the process through which artificial intelligence systems use data to become more efficient and effective. No human input is required, beyond the data science skills needed to build machine learning models and set parameters for refinement.
- The data science insights generated through machine learning are detailed and immediate. The process allows you to build sophisticated and efficient systems, with a huge range of applications. Everything from Netflix recommendations to self-driving cars to medical diagnostic technologies are built around machine learning algorithms.
- Unsurprisingly, it is a valuable market: an estimated $7.3 billion in 2020. This is set to rise to $30.6 billion by 2024.
- In this introduction to machine learning, you'll develop the data science skills to build machine learning models using Microsoft Cognitive Services on the Azure cloud platform, and Python programming.
- You'll learn the first steps of how to become a machine learning engineer. You'll cover practical machine learning skills, with hands-on learning using Python in Microsoft Cognitive Services.
- With these artificial intelligence skills, you'll be able to build your own machine learning models, forming the basis of deep learning models, as you develop further data science skills in following courses.
Deep Learning on Azure with Python: Introduction to Machine Learning at FutureLearn Curriculum
Introduction to Course and Machine Learning
Course Introduction
Introduction to Machine Learning
Exploratory Data Analysis for Regression
Visualisation for High Dimensions
Wrapping Up the Week
Data Exploration & Preparation
Exploratory Data Analysis for Classification
Data Cleaning
Data Preparation
Data Preparation and Cleaning using Python
Feature Engineering
Weekly Wrap-Up
Regression & Classification
Regression
Putting Regression Concepts Into Practice
Classification
RoC Curves
Putting Classification Concepts Into Practice
Weekly Wrap-Up
Principles & Techniques of Model Improvement
Principles of Model Improvement
Techniques for Improving Models
Cross Validation
Dimensionality Reduction
Introduction to Decision Trees
Ensemble Methods: Boosting
Weekly Wrap-Up
Machine Learning Algorithms & Unsupervised Learning
Ensemble Methods: Descent & Decision Forests
Advanced Machine Learning Algorithm: Neural Networks
Advanced Machine Learning Algorithm: SVMs
Advanced Machine Learning Algorithm: Naive Bayes Models
Unsupervised Machine Learning
Unsupervised Machine Learning Labs
Wrapping up the Course
Other courses offered by FutureLearn
Student Forum
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