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Portfolio Project : Microsoft Malware
Detection Projects
- Predict whether a system will get infected by Malware or not
- Work on real Microsoft data like a practising data scientist
- Build and evaluate multiple models and gather insights
Created by Selva Prabhakaran
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34 Video Lessons
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English
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English captions
Validity Period: 365 days
Already Subscribed? Click here to access your courses
- Course Certificate
- Code Walkthroughs
- Practice Data
- Money Back if not satisfied
- Algorithms explanation
- 2h 26m of Self-paced videos
- Downloadable resources
- Q&A sessions with experts
What you will learn
01
Frame Data science problem
Frame Data science problem
statement
02
Extensive Exploratory Data
Extensive Exploratory Data
Analysis
03
Feature Engineering
Feature Engineering
Strategies
04
Statistical concepts and
Statistical concepts and
Implementation
05
Model Evaluation and
Model Evaluation and
improvement
06
Advanced Machine Learning
Advanced Machine Learning
Algorithms
07
Domain based data science
Domain based data science
Strategoes
08
Derive high business impact
Derive high business impact
insights
Course Curriculum
11 Modules | 41 Sessions | 4 hour 53 min Total Time
Overview
Sessions: 4 | Time: 11 min
Setup new environment
Sessions: 2| Time: 15 min
Understanding the data
Sessions: 4| Time: 32 min
Preprocess the data
Sessions: 1| Time: 7 min
Perform EDA ( Exploratory Data Analysis)
Sessions: 4| Time: 33 min
Statistical Significance Tests
Sessions: 5| Time: 57 min
Engineer new features and process da
Sessions: 5| Time: 30 min
Evaluation methods for classification
Sessions: 6| Time: 44 min
Machine Learning Models
Sessions: 5| Time: 42 min
Model improvement and interpretation
Sessions: 3| Time: 20 min
Summary
Sessions: 2| Time: 2 min
Requirements
- Basic Maths and Logical Reasoning
- Curiosity about Data Science
- Learning Mindset
Who should attend this course?
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Future Data Scientists and ML Engineers
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Product Managers, Program Managers, Scrum Masters working in ML/Data science project
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Software/Data engineers interested in quantitative analysis
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Software engineers interfacing with data science team
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Executives who have to lead or interact with Data Scientists
Instructor
Selva Prabhakaran Principal Data Scientist
My name is Selva, and I am super excited to mentor you on this project!
I head the Data Science team for a global Fortune 500 company and over the last
10 years of my data science experience I’ve deployed 20+ global products. I’m
also the Founder & Chief Author of Machine Learning Plus, which has over 4M
annual readers.
I specialize in covering the in-depth intuition and maths of any concept or
algorithm. And based on my existing student requests, I’ve put up the series of
courses and projects with detailed explanations – just like an on the job
experience. Hope you love it!
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4.5+Instructor rating
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200+ reviews
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10K+students
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15+ Courses
Validity Period: 365 days
Already Subscribed? Click here to access your courses
- Workshop Certificate
- Code Walkthroughs
- Practice Data
- Money Back if not satisfied
- Algorithms explanation
- 2h 26m of Self-paced videos
- Downloadable resources
- Q&A sessions with experts