Deep Learning & Machine Learning

Solving Problems with Machine Learning

Solving Problems with Machine Learning
Introduction Learn how to solve problems using the power of Machine Learning. These algorithms are able to discern patterns and infer deductions that may not be picked up by humans. These deductions can then be used for decision making and action. Use a Graphical User Interface (GUI) based Machine Learning tool to understand Machine Learning...

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Machine Learning for Network Security

SkillsFuture Credit Approved Course Introduction Cybersecurity experts may have a hard time monitoring and analysing network data due to the sheer volume. One possible solution that is being widely explored is to use Machine Learning and Data Mining methods for cybersecurity related problems. This can help to build better detectors from complex data that is generated...

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Deep Learning & Machine Learning with TensorFlow

Deep Learning & Machine Learning with TensorFlow
SkillsFuture Credit Approved Course Introduction Deep learning (deep structured learning, hierarchical learning or deep machine learning) is a branch of machine learning based on a set of algorithms that attempt to model high level abstractions in data. TensorFlow is a popular, new and comprehensive library for deep learning. Students will learn to build deep learning...

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Deep Learning with Keras

Deep Learning with Keras
SkillsFuture Credit Approved Course Introduction Keras is a deep learning library that simplifies the process of building deep learning applications. Keras provides a simple interface wrapper over Tensorflow, which results in increased efficiency and performance. Learn how to use Keras for deep learning and machine learning, CNN, RNN, as well as many powerful pre-trained deep...

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Deep Learning with PyTorch

Deep Learning with PyTorch
SkillsFuture Credit Approved Course Introduction In today's highly digitized age, data and deep learning engineers are in demand. PyTorch is an open source machine learning library for Python (based upon Torch, another machine learning library). PyTorch can be used for applications such as natural language processing and deep learning. Students will learn how the basics of...

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Python Machine Learning with SciKit-Learn

Python Machine Learning with SciKit-Learn
SkillsFuture Credit Approved Course Introduction Learn simple and efficient tools for data mining and data analysis, using Python's Machine Learning framework Scikit-learn. Master concepts such as regression, clustering, dimensionality reduction, preprocessing, decision trees and neural networks and more. Course Outline Course Outline Getting Started on Scikit-Learn What is Machine Learning Machine Learning Steps What is Scikit-Learn Installing...

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