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Learn about Decision trees & Ensemble models in detail.

What is this Course About

Course Description

Machine learning is the discipline of having computers to do without being expressly programmed. In the last decade, machine learning has made us self-driving cars, useful language identification, efficient network search, and a vastly improved understanding of the human genome. Machine learning is so pervasive nowadays that you likely take it dozens of times a day without experiencing it. Some researchers also believe it is the best choice to do progression towards human-level Al. In the course, you can learn about the most powerful machine learning techniques, and gain knowledge by applying them and getting them to be for yourself. More importantly, you'll learn about not just the academic underpinnings of education, but also gain the useful know-how required to rapidly and strongly apply these techniques in the current trends.

Checklist

  • Company Management who want their employees to acquire the correct Artificial Intelligence Skills before its too late

  • Industry Executives who want to upgrade their Skills in Artificial Intelligence and need the right course which helps them do that

  • College Students who are concerned about their outdated Skills and aren't sure how to gain AI skills which can help them get jobs

  • Faculty who are looking to quickly update their AI Knowledge so they can continue to be relevant in their positions

  • Professionals - Doctors, Lawyers, CAs, who must upgrade their Practice in an increasingly AI-dominated world

Why Should you join this Course

Don't miss this chance to get ahead in your life

  • Correct

    This is the perfect First-level AI Skills course which provides the necessary guidance for your stable future

  • Conceptual

    You gain a strong foundation in AI as you learn from the Concepts and progress into Technology.

  • Comprehensive

    You get a Holistic Learning aligned to the Best Global Curriculum Standards in Artificial Intelligence.

By the end of this course, you'll learn how to...

  • Visualize breakthrough Solutions

    Learn how to use AI to create significant solutions to solve industry and societal problems that will position you as the Go-To Person

  • Position yourself

    Learning AI Concepts will provide you a strong foundation. You will be able to showcase your knowledge and skills to your boss or new employer to land your lucrative job.

  • Plan your future

    Use an icon and text to communicate the value proposition and share the specific benefits of your offering. What makes it unique in your market?

Course curriculum

    1. Course Introduction

    2. Introduction to DTE

    3. Decision Trees

    4. Introduction to Decision Trees

    5. Impurity Functions

    6. Impurity Functions 2

    7. CART Algorithm

    8. CART Algorithm 2

    9. Regularization

    10. Basic Properties of Decision Trees

    11. Basic Regularization of Trees

    12. Sklearn Trees

    13. Conclusion

    1. Introduction

    2. Bias-variance trade-off

    3. Bias variance trade off - 2

    4. Error Decomposition

    5. Bias variance Decomposition

    6. Generalizations of bias variance tradeoff

    7. Extra Trees Algorithm

    8. Extra Trees Algorithm 2

    9. ExtraTrees with Sklearn

    10. Bias-variance and Randomized Ensembles

    11. Conclusion

    1. Introduction

    2. Bootstrapping + Bagging

    3. Bootstrap

    4. Bagging

    5. Bagging 2

    6. Example

    7. Random Forests

    8. Random Forest 2

    9. Example Notebook

    10. General Ensembling

    1. Introduction

    2. Random Forest Proximities

    3. Proximities

    4. Proximities Visualizations

    5. Some use cases for Proximities

    6. Feature Importance in Trees

    7. Feature Importance 2

    8. Limitations of Tree Feature Importance

    9. Feature Importance in Random Forests

    10. Feature Importance's in Random Forest 2

    11. Summary

    1. Introduction

    2. Boosting

    3. Boosting 2

    4. Gradient Boosting

    5. Gradient Boosting 2

    6. XGBoost, LightGBM and CatBoost

    7. XGBoost

    8. LightGBM

    9. CatBoost

About this course

  • $500.00
  • 54 lessons
  • 0 hours of video content

Instructor(s)

WiselyWise Team

Expert Instructors

WiselyWise team comprises of Senior Industry Experts, Academics, Thought Leaders, and Domain specialists. Together they have created an industry-relevant, skill-focused course based on solid Learning methodologies. The team also presents to Live classes worldwide, engages in Research, Consults senior executives and executes real-world projects. You can bank on their decades long expertise and experience for your course.

What do you get

We have included custom value-adds so you get more return for your money invested in this course

  • You get full course access 24 hours for a full year

  • Blockchain based Digital Completion Certificate

  • You can use any Device to access the course as our platform is fully responsive

  • Free Access to Invite-Only Community

  • Free and Complete Access to updated Knowledgebase

  • Free Course Updates for One Full Year

  • Automatically Earn Money by becoming our Affiliate

  • Multiple Support Channels

FAQ

  • What are the pre-requisites for this course?

    You need to be comfortable using a computer. There are no programming pre-requisites for this course.

  • How long do I have access?

    you have access for one full year ( 12 months) from the date of your joining.

  • I dont have a Computer Science background. Can I still join?

    Yes you can join. The course has been designed with everyone in mind.

  • What courses should I take after this course?

    Please check the Learning Paths link at the Top of the page. you can then decide to buy the next suitable course here.

  • I am keen, What resources do I need to start learning?

    Great! After you enroll in the course, you will automatically get access to the course content. You just need a good computer, strong internet connection and Chrome browser.

  • Will you ask me to buy additional resources after I start the course?

    No, you need not buy any other resources after you enroll. During the course we may refer to resources for your understanding but we don't insist that you buy the same.

  • I have more questions. Where can I search for answers?

    We like your interest. You can click on our Knowledgebase link for additional questions and answers: https://wisecentral.freshdesk.com

  • How long is the Course?

    Our Course is 40 hours long.

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