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Machine Learning Certification Course

Understand the utility of machine learning in the transformation of the digital world

(1580) Users

In-Person Classroom

Unfortunately, this training model is not available for this certification

  • 2-days of guaranteed to run in-person training
  • Access to CP’s study guide designed by industry experts
  • Exam passing tips and tricks to assist in the exam
  • 2 practice test to gauge your learning post-training
  • Application assistance and support by certified staff

$ 1899
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Live Online Classroom

Learn from the comfort of your home or office

  • 3-days of assured instructor-led online live training
  • Access to CP’s study guide designed by industry experts
  • Exam passing tips and tricks to assist in the exam
  • 2 practice test to gauge your learning post-training
  • Recorded lesson video for post-training learning

$1799
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Online Self-Study

A learning model, prominently known for the flexibility it offers

  • 180 days of complete access to the complete course
  • Exam passing tips and tricks to assist in the exam
  • 2 practice test to gauge your learning post-training
  • Application assistance and support by certified staff
  • Chapter end quizzes and exercises in all modules

$699

Machine Learning Certification Course Course Overview

Gain extensive learning in the core techniques behind popular innovations like facial recognition and predictive results with Certification Planner’s 2-days Machine Learning course. A perfect option for professionals looking to validate their experience and pick up new skillsets in the spectrum. Learn from experts having extensive active experience.

  • Guaranteed to run the workshop; your Bootcamp will not get canceled
  • Learn from experts having experience in the machine learning domain
  • Experience Project-based learning that will develop real-life competencies
  • A blended learning model that optimizes learning during the course

Machine Learning Certification Course Curriculum

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Machine Learning Certification Course Information

Machine learning Certification provides the perfect opportunity of getting exposure to machine learning knowledge areas and skills relating to working with huge data sets, development and application of learning algorithms.

The certification can provide base learning for the application of AI and a potential boost to the career in the machine learning spectrum.

Machine Learning Certification Course Pre-requisites

One requires a basic understanding of statistics and mathematics.

Machine Learning Certification Course Exam & Certification

Certification will be provided once the following tasks are completed:

Online Classroom:

  • Attend one complete batch.
  • Complete 1 project.

Online Self-Learning:

  • Complete 85% of the course.
  • Complete 1 project.

Machine Learning Certification Course Curriculum

Training Agenda

Lesson No.

Topics

1

Introduction

 

  • What people say about CP
  • Training types
  • Accreditations and Clients
  • About Certification Planner
  • Introduction to live training
  • About the tutorial

2

Introduction to AI and Machine Learning

 

  • The emergence of Artificial Intelligence
  • Recommender Systems
  • Relationship between Artificial Intelligence, Machine Learning, and Data Science
  • Definition and Features of Machine Learning
  • Machine Learning Approaches
  • Machine Learning Techniques
  • Applications of Machine Learning

3

Data Preprocessing

 

  • Data Exploration
  • Seaborn
  • Data Wrangling
  • Missing Values in a Dataset
  • Data Manipulation

4

Supervised Learning

 

  • Supervised Learning Flow
  • Types of Supervised Learning
  • Types of Classification Algorithms
  • Types of Regression Algorithms
  • Accuracy Metrics
  • Cost Function
  • Evaluating Coefficients
  • Challenges in Prediction
  • Logistic Regression
  • Sigmoid Probability
  • Accuracy Matrix

5

Feature Engineering

 

  • Regression
  • Factor Analysis
  • Principal Component Analysis (PCA)
  • First Principal Component
  • Eigenvalues and PCA
  • Demo: Feature Reduction
  • Linear Discriminant Analysis
  • Maximum Separable Line

6

Supervised Learning Classification

 

  • Overview of Classification
  • Classification Algorithms
  • Decision Tree
  • Random Forest Classifier- Bagging and Bootstrapping
  • Decision Tree and Random Forest Classifier
  • Demo: Horse Survival
  • Naive Bayes Classifier
  • Steps to Calculate Posterior Probability
  • Support Vector Machines
  • Linear SVM: Mathematical Representation
  • Non-linear SVMs
  • The Kernel Trick

7

Unsupervised Learning

 

  • Example and Applications of Unsupervised Learning
  • Clustering
  • Hierarchical Clustering
  • K-means Clustering
  • Optimal Number of Clusters

8

Time Series Modelling

 

  • Time Series Pattern Types
  • White Noise
  • Stationarity
  • Removal of Non-Stationarity
  • Time Series Models
  • Steps in Time Series Forecasting

9

Ensemble Learning

 

  • Ensemble Learning Methods
  • Working of AdaBoost
  • AdaBoost Algorithm and Flowchart
  • Gradient Boosting
  • XGBoost
  • Model Selection
  • Common Splitting Strategies

10

Recommender Systems

 

  • Purposes and Paradigm of Recommender Systems
  • Collaborative Filtering
  • Association Rule Mining
  • Association Rule Mining: Market Basket Analysis
  • Association Rule Generation: Apriori Algorithm

Machine Learning Certification Course Video


Machine Learning Certification Course Information

Machine learning Certification provides the perfect opportunity of getting exposure to machine learning knowledge areas and skills relating to working with huge data sets, development and application of learning algorithms.

The certification can provide base learning for the application of AI and a potential boost to the career in the machine learning spectrum.

Machine Learning Certification Course Pre-requisites

One requires a basic understanding of statistics and mathematics.

Machine Learning Certification Course Exam & Certification

Certification will be provided once the following tasks are completed:

Online Classroom:

  • Attend one complete batch.
  • Complete 1 project.

Online Self-Learning:

  • Complete 85% of the course.
  • Complete 1 project.

Machine Learning Certification Course Curriculum

Training Agenda

Lesson No.

Topics

1

Introduction

 

  • What people say about CP
  • Training types
  • Accreditations and Clients
  • About Certification Planner
  • Introduction to live training
  • About the tutorial

2

Introduction to AI and Machine Learning

 

  • The emergence of Artificial Intelligence
  • Recommender Systems
  • Relationship between Artificial Intelligence, Machine Learning, and Data Science
  • Definition and Features of Machine Learning
  • Machine Learning Approaches
  • Machine Learning Techniques
  • Applications of Machine Learning

3

Data Preprocessing

 

  • Data Exploration
  • Seaborn
  • Data Wrangling
  • Missing Values in a Dataset
  • Data Manipulation

4

Supervised Learning

 

  • Supervised Learning Flow
  • Types of Supervised Learning
  • Types of Classification Algorithms
  • Types of Regression Algorithms
  • Accuracy Metrics
  • Cost Function
  • Evaluating Coefficients
  • Challenges in Prediction
  • Logistic Regression
  • Sigmoid Probability
  • Accuracy Matrix

5

Feature Engineering

 

  • Regression
  • Factor Analysis
  • Principal Component Analysis (PCA)
  • First Principal Component
  • Eigenvalues and PCA
  • Demo: Feature Reduction
  • Linear Discriminant Analysis
  • Maximum Separable Line

6

Supervised Learning Classification

 

  • Overview of Classification
  • Classification Algorithms
  • Decision Tree
  • Random Forest Classifier- Bagging and Bootstrapping
  • Decision Tree and Random Forest Classifier
  • Demo: Horse Survival
  • Naive Bayes Classifier
  • Steps to Calculate Posterior Probability
  • Support Vector Machines
  • Linear SVM: Mathematical Representation
  • Non-linear SVMs
  • The Kernel Trick

7

Unsupervised Learning

 

  • Example and Applications of Unsupervised Learning
  • Clustering
  • Hierarchical Clustering
  • K-means Clustering
  • Optimal Number of Clusters

8

Time Series Modelling

 

  • Time Series Pattern Types
  • White Noise
  • Stationarity
  • Removal of Non-Stationarity
  • Time Series Models
  • Steps in Time Series Forecasting

9

Ensemble Learning

 

  • Ensemble Learning Methods
  • Working of AdaBoost
  • AdaBoost Algorithm and Flowchart
  • Gradient Boosting
  • XGBoost
  • Model Selection
  • Common Splitting Strategies

10

Recommender Systems

 

  • Purposes and Paradigm of Recommender Systems
  • Collaborative Filtering
  • Association Rule Mining
  • Association Rule Mining: Market Basket Analysis
  • Association Rule Generation: Apriori Algorithm

Machine Learning Certification Course Video



Machine Learning Certification Course FAQ's

An artificial intelligence (AI) application providing systems ability to learn and improve from experience without using explicitly programmed automatically. ML can access data by developing computer programs and using them to learn for themselves.

We offer flexible learning solutions to working professionals:

Live Online Classroom training: Attend a live instructor-led course from anywhere. Start a live video conversation with the instructor and fellow participants, just like the traditional classroom.

Online Self Study: Learn and prepare for the Machine Learning at your own pace. Get access to downloadable courseware and upskill on the move.
 

Yes, the exam fee for Machine Learning is included in the course fee. Drop an email to Support@certificationplanner.com to request an exam portal access. No project required to achieve the Machine Learning certification.

On completion of 2 days of Machine Learning In-person/online training, you will receive a 16 PDU's certificate. Certificate soft copy will be mailed to your registered email address within 48 hours of course completion

All registered participants will receive a link to download the courseware from Dropbox. Once downloaded, you will have lifetime single-user access to the CP course material.

Yes, for online exams, we will help you set up your PC/Laptop, and for an In-person exam, we will help you find the nearest location, available date and time.

Our in-person and live online classroom training offers a similar learning experience except for the physical presence of the instructor and fellow students in the live online classrooms. You can see, talk, and chat with the instructor in online classes as well, just like the traditional classes. 

A course confirmation email will be sent immediately after the registration. Other information such as location, courseware access, instructor contact, timings, do’s, and don’ts will be shared five days before the class by our training team.

Absolutely yes. You need to drop an email to Support@certificationplanner.com with your request, and depending upon when you raise a refund or rescheduling request, a fee will be applicable. To learn more, please read our refund policy.

Our certification training programs are designs to help you pass the exam in 1st attempt. With a hands-on learning approach and globally accredited courseware, our training program will boost your confidence not only to pass the exam but also to retain the knowledge beyond the classroom. 

Machine Learning Certification Course Review

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