TRAINING

 

COMMUNITY

MORE

API Design & Management

Artificial Intelligence (AI)

Big Data

Blockchain

Cloud Computing

Containerization

Cybersecurity

DevOps

Digital Transformation

Internet of Things (IoT)

Machine Learning

Microservices

Service Governance

Service Security

Service-Oriented Architecture (SOA)

Spanish Training (coming soon)

Arcitura Patterns Site

Arcitura on YouTube

Arcitura on LinkedIn

Arcitura on Facebook

Arcitura on Twitter

Community Home

Arcitura Books Published by Pearson Education

Contact Arcitura

eLearning Solutions

Home Study Solutions

Junior Programs (for ages 16-20+)

 

Public Workshop Calendar

Private Workshops

Download Catalog (PDF)

       

CERTIFICATIONS

     

Artificial Intelligence Specialist

Big Data Architect

Big Data Consultant

Big Data Engineer

Big Data Governance Specialist

Big Data Professional

Big Data Science Professional

Big Data Scientist

Blockchain Architect

Cloud Architect

Cloud Governance Specialist

Cloud Professional

Cloud Security Specialist

Cloud Storage Specialist

Cloud Technology Professional

Cloud Virtualization Specialist

Containerization Architect

Cybersecurity Specialist

DevOps Specialist

Digital Transformation Specialist

Digital Transformation Technology Professional

Digital Transformation Technology Architect

Digital Transformation Data Science Professional

Digital Transformation Data Scientist

Digital Transformation Security Professional

Digital Transformation Security Specialist

IoT Architect

Junior Big Data Science
Professional

Junior Cloud Computing
Professional

Junior Digital Transformation
Professional

Machine Learning Specialist

Microservice Architect

Service API Specialist

Service Governance Specialist

Service Security Specialist

Service Technology Consultant

SOA Analyst

SOA Architect

SOA Professional

 

Acclaim/Credly Badges

Pearson Vue Exams

DIGITAL TRANSFORMATION
CCP   SOACP   BDSCP  
NEXT-GEN IT   JUNIOR

Module 13:
Advanced Machine Learning

This course delves into the many algorithms, methods and models of contemporary machine learning practices to explore how a range of different business problems can be solved by utilizing and combining proven machine learning techniques.

The following primary topics are covered:
– Data Exploration Patterns
– Central Tendency Computation, Variability Computation
– Associativity Computation, Graphical Summary Computation
– Data Reduction Patterns
– Feature Selection, Feature Extraction
– Data Wrangling Patterns
– Feature Imputation, Feature Encoding
– Feature Discretization, Feature Standardization
– Supervised Learning Patterns
– Numerical Prediction, Category Prediction
– Unsupervised Learning Patterns
– Category Discovery, Pattern Discovery
– Model Evaluation Patterns, Baseline Modeling
– Training Performance Evaluation, Prediction Performance Evaluation
– Model Optimization Patterns
– Ensemble Learning, Frequent Model Retraining
– Lightweight Model Implementation, Incremental Model Learning

Duration: 1 Day

Taking the Course at a Workshop

This course can be taken as part of instructor-led workshops taught by Arcitura Certified Trainers. These workshops can be open for public registration or delivered privately for a specific organization. Certified Trainers can teach workshops in-person at a specific location or virtually using a video-enabled remote system, such as WebEx.

Visit the Workshop Calendar page to view the current calendar of public workshops.

Visit the Private Training page to learn more about Arcitura’s worldwide private workshop delivery options.

Taking the Course via an eLearning Study Kit

This course can be completed via self-study by purchasing an eLearning study kit subscription, which includes online video lessons, as well as online and offline access to the electronic course materials and additional supplements and resources designed for self-paced study and exam preparation.

Visit the eLearning Study Kits page for more information about full-color printed study kits.

Visit the Digital Transformation online store for purchasing information.

Taking the Course via a Printed Study Kit

This course can be completed via self-study by purchasing a printed study kit, which includes the full-color course materials as well as additional supplements and resources designed specifically for self-paced study and exam preparation.

Visit the Printed Study Kits page for more information about full-color printed study kits.

Visit the Digital Transformation online store for purchasing information.

Certifications

This course is part of the following certification track(s):
Digital Transformation Data Scientist

X
X