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Machine learning certificate online. Advance distance programme

Machine learning certificate online. Advance distance programme

About Course

Machine learning certificate online. Advance distance programme

PERSONALIZED LEARNING
You learn from industry experts not only through content but also through mentor-driven personalized learning sessions. Each module has recorded content that is followed by a session with an industry mentor who helps students master Machine Learning & Data Science tools and techniques and clears any doubts in a small group of 5 participants.

EXPERIENTIAL LEARNING PROJECTS
An experiential learning project at the end of every module helps candidates internalize their understanding of the content consumed. Our coursework and practical assignments are designed to enable candidates to apply what they have learned during self-study and industry sessions.

INDUSTRY EXPOSURE
Each week, participants get access to industry videos and webinars other than personalized learning sessions. Delivered by industry leaders, these resources are business-relevant, provide insights on current industry knowledge and solving real-life business problems.

GREAT LAKES ADVANTAGE
World-class award-winning faculty from Great Lakes ensure that the candidates learn through an exhaustive curriculum with hands-on experience. All participants upon successful competion are awarded a certificate by Great Lakes.

DISTINGUISHED MENTORS
Candidates learn from 100+ distinguished Machine Learning experts who mentor them throughout the course of the program. Our Machine Learning mentors are thought-leaders in different domains with several years of industry experience and impart practical knowledge and industry insights in participants’ learning jouney.

CAREER ENHANCEMENT SESSIONS
The Program includes career development sessions which help participants identify their strengths, a customised career path and empowers them to clear interviews. Interacting with industry practitioners also helps participants gain exposure and experience in transitioning their careers.

Curriculum

PROGRAM STRUCTURE

WEEKEND INSTRUCTOR LED CLASSES
48 hours of personalised mentorship from Machine Learning & Data Science professionals working in leading companies.

ONLINE CONTENT
Best-in-class recorded content from expert faculty and industry mentors.

7 HANDS-ON PROJECTS
Practical assignments, case studies and instructor-led practice sessions on data sets.

FOUNDATIONS
STATISTICAL LEARNING
Statistical analysis concepts
Descriptive statistics
Introduction to probability and Bayes theorem
Probability distributions
Hypothesis testing & scores
Experiential learning project

PYTHON FOR MACHINE LEARNING
Python Overview
Pandas for Pre-Processing and Exploratory Data Analysis
Numpy for Statistical Analysis
Seaborn for Data Visualization
Case Studies and careers
Experiential Learning project

MACHINE LEARNING MODULE SUPERVISED LEARNING
Introduction to Machine Learning
Supervised Learning concepts
Linear Regression
Logistic Regression
K-NN Classification
Naive Bayesian classifiers
SVM - Support Vector Machines
Experiential Learning project

UNSUPERVISED LEARNING
Unsupervised Learning concepts
Clustering approaches
K Means clusteringHierarchical clustering

ENSEMBLE TECHNIQUES
Decision Trees
Introduction to Ensemble Learning
Different Ensemble Learning Techniques
-Bagging
-Boosting
-Random
-Forests
-Stacking
Experiential Learning project
PCA (Principal Component Analysis) and Its Applications

FEATURIZATION, MODEL SELECTION & TUNING
Text Analytics
Feature extraction
Model Defects & Evaluation Metrics
Model selection and tuning
Comparison of Machine Learning models
Experiential Learning project

RECOMMENDATION SYSTEMS
Introduction to Recommendation Systems
Types of Recommendation Techniques
Collaborative Filtering
Content based Filtering
Hybrid RSCase Study
Performance measurement
Experiential Learning project

Eligibility

Applicants should have a bachelor's degree with a minimum of 50% aggregate marks or equivalent. Preference will be given to candidates with Engineering, Mathematics, Statistics, and Economics background.

Price

$₹ 1,25,000

Course Info

Duration: 7 Months


Type: Certificate


Approved By: UGC/DEB


College: Great Lakes Institute of Management

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