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<MLEP>

Machine Learning
Engineering Program

Prepare and get AWS Certified

What is <MLEP>?

The Machine Learning Engineering Program for the AWS Certified Machine Learning – Specialty path is an intensive and hands-on mentorship program that prepares data scientists, machine learning engineers, DevOps engineers, and software engineers to build, train, and deploy Machine Learning models on AWS. The program prepares participants to complete and gain the AWS Certified Machine Learning – Specialty credential.

Overview

The program is designed and optimized to prepare data scientists, machine learning engineers, DevOps engineers, and software engineers for the AWS Certified Machine Learning – Specialty exam in seven (7) sessions.

1 x Statistical Foundations and Machine Learning Concepts
7 x Machine Learning Algorithms
2 x Model Evaluation and Optimization
4 x AWS Machine Learning and Data Engineering Services
3 x Data Preparation and Feature Engineering
6 x Amazon SageMaker Deep Dive

Machine Learning for Cloud Developers in Manila by apper.ph

Prerequisites

Proficiency in at least one programming language (e.g., Python, JavaScript, Java, Ruby, R, PHP, C#) is recommended.

No prior experience on machine learning libraries, tools, frameworks, engines, services, and platforms such as Amazon SageMaker, scikit-learn, Tensorflow, PyTorch, and MXNet is needed and expected from the participants as these will be covered during the program.

Participants are requested to bring their own devices (BYOD) but are provided the cloud environment(s) for the lab exercises.

Machine Learning for Cloud Developers in Manila by apper.ph
Machine Learning is the future

Course Outline

Statistical Foundations and Machine Learning Concepts
Building Blocks of a Machine Learning Algorithm
Machine Learning Lifecycle
Deep Learning Concepts
Regularization
Bias / Variance Tradeoff
Others
Day 1
Course Introduction
Getting Started with Machine Learning
Introduction to Statistics and Machine Learning with R-
Introduction to Statistics and Machine Learning with Python
Getting Started with Algorithms
Fundamental Algorithms
Regression Trees with R
Support Vector Machines with Python
Model Evaluation - Part 1
Multiple Choice Quiz - Discussion
Day 2
Model Evaluation - Part 2
Confusion Matrix Metrics (Accuracy, Precision, Sensitivity, Specificity)
Machine Learning Practices
Data Preparation and Feature Engineering
Data Imputation
AWS ML Services
Lambda + ML Services
Multiple Choose Quiz + Discussion
Day 3
Getting Started with Amazon SageMaker
SageMaker Algorithms - Introduction
Converting SageMaker Python Notebook to R Notebook
Introduction to Deep Learning
Deep Learning: Deep Dive
Hands-on: Introduction to Deep Learning
Summary
Day 4
Handling Imbalanced Datasets
Data Preparation and Feature Engineering
Open Notes: Concepts Sheet
SageMaker Algorithms
Converting SageMaker Python Notebook to R Notebook
Multiple Choice Quiz + Discussion
Day 5
SageMaker Algorithms
SageMaker: Hyperparameters
Converting SageMaker Python Notebook to R Notebook
Closed Notes: SageMaker Algorithms Sheet
AWS Data Engineering Services
AWS Terms
Multiple Choice Quiz + Discussion
Day 6
Activation Functions
Deep Learning
Overfitting/Underfitting
Open Notes: Hyperparameters
Multiple Choice Quiz + Discussion
AWS Certified Machine Learning Specialty Practice Exam
Day 7
SageMaker Deep Dive
Challenge Lab: Solve a specific problem (Python)
Research: Intermediate Concepts
Discussion: Intermediate Concepts
Multiple Choice Quiz + Discussion
Summary + Tips

Coach Profiles

Diwa del Mundo

Co-founder and President
apper.ph
AWS Certified Machine Learning - Specialty

Diwa “Wawi” del Mundo is the Co-founder and President of Apper.ph. He is one of the pioneers in the fintech, and cloud computing industry market, with his over 15 years working experience. He has since then established himself as a country expert in security, payments, and cloud architecture.

He currently holds 10 cloud certifications, with 3 specialty and 2 professional certifications from AWS. This is currently the most number of cloud badges in the country.

Joshua Arvin Lat

AWS Machine Learning Hero
CTO of Complete Business Online, Insites, and Jepto
AWS Certified Machine Learning - Specialty

Arvin is the Chief Technology Officer (CTO) at Complete Business Online, Insites, and Jepto. He previously served as the Director for Software Development and Engineering for multiple startups enabling him to solve complex business problems at speed and scale.

In addition to this, he has contributed and shared talks on machine learning and serverless engineering in international conferences like PyCon Malaysia and PyCon Thailand to help bridge the gap between reality and expectations on applied machine learning and machine learning engineering.

Start your Machine Learning journey today!

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