Undergraduate Certificate in EC2 for Machine Learning Workloads

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Overview

Learning outcomes

Course content

Introduction to Machine Learning on AWS

Fundamentals of Amazon EC2

Deploying Machine Learning Models

Data Management for Machine Learning

Optimizing Cloud Resources for ML Workloads

Introduction to Cloud Computing

Fundamentals of Machine Learning

AWS EC2 Basics

Data Preparation for Machine Learning

Model Training and Evaluation

Scaling Machine Learning Workloads

Security Best Practices in Cloud

Cost Management for Machine Learning on AWS

Deploying Machine Learning Models

Real-world Applications of Machine Learning in the Cloud

data preprocessing

machine learning algorithms

model evaluation

neural networks

deep learning

natural language processing

clustering algorithms

dimensionality reduction

reinforcement learning

time series analysis

Data Preprocessing for Machine Learning

Supervised Learning Algorithms

Unsupervised Learning Algorithms

Deep Learning Techniques

Model Evaluation and Selection

Feature Engineering

Natural Language Processing

Computer Vision

Reinforcement Learning

Ethical Considerations in Machine Learning.

Duration

The programme is available in two duration modes:
Fast track - 1 month
Standard mode - 2 months

Course fee

The fee for the programme is as follows:
Fast track - 1 month: GBP £140
Standard mode - 2 months: GBP £90

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Career Path

Key facts

Why this course

Frequently asked questions

अंडरग्रेजुएट सर्टिफिकेट इन EC2 मशीन लर्निंग वर्कलोड्स, मशीन लर्निंग के लिए AWS EC2 का उपयोग सिखाने वाला एक पाठ्यक्रम है।

Undergraduate Certificate in EC2 for Machine Learning Workloads

Overview

Learning outcomes

Course content

Introduction to Machine Learning on AWS

Fundamentals of Amazon EC2

Deploying Machine Learning Models

Data Management for Machine Learning

Optimizing Cloud Resources for ML Workloads

Introduction to Cloud Computing

Fundamentals of Machine Learning

AWS EC2 Basics

Data Preparation for Machine Learning

Model Training and Evaluation

Scaling Machine Learning Workloads

Security Best Practices in Cloud

Cost Management for Machine Learning on AWS

Deploying Machine Learning Models

Real-world Applications of Machine Learning in the Cloud

data preprocessing

machine learning algorithms

model evaluation

neural networks

deep learning

natural language processing

clustering algorithms

dimensionality reduction

reinforcement learning

time series analysis

Data Preprocessing for Machine Learning

Supervised Learning Algorithms

Unsupervised Learning Algorithms

Deep Learning Techniques

Model Evaluation and Selection

Feature Engineering

Natural Language Processing

Computer Vision

Reinforcement Learning

Ethical Considerations in Machine Learning.

Duration

Course fee

Career Path

Key facts

Why this course

Frequently asked questions

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Skills gained