Overview What You Will Learn Curriculum Instructor

Course Overview

This course will cover the theory behind many key concepts in the model-building workflow. We will look at how to preprocess data and then how to use sklearn to run a series of models, including Regressions, Support Vector Machines, Neural Networks and Hierarchical Clustering methods. We will also discuss how to evaluate models for their performance and improve them through Cross-Validation and Hyperparameter Tuning.

What You Will Learn

  • This course is a one stop shop for an introduction to sklearn
  • the most commonly used Python package for statistical modelling
  • This course will cover all aspects of the modelling workflow
  • We will look at Preprocessing
  • Regressions
  • Classifications
  • Neural Networks and Clustering algorithms
  • We will also cover Evaluation methodology for building highly successful models

Program Curriculum

  • Preprocessing
  • $3.5 Million Cybersecurity Scholarship by EC-Council
  • Chapter 1 Quiz

  • Regression
  • Chapter 2 Quiz

  • Classification
  • Chapter 3 Quiz

  • Regression and Classification
  • Chapter 4 Quiz

  • Clustering
  • Chapter 5 Quiz

  • Model Selection and Evaluation
  • Chapter 6 Quiz

Final Thoughts

Load more modules

Instructor

Dhruva Krishna

Dhruva is a Data Scientist with experience in the Trading, IoT and Sports Analytics sectors. He spent considerable time understanding Machine Learning models, both in Python and on a theoretical level and building complex visualizations in BI tools such as Tableau. He has been responsible for building high-speed trading algorithms in the foreign exchange and commodities markets, both from a technical and fundamental analysis perspective. He also has built statistical modelling tools in Sports Analysis, for both the Betting markets and Behavioral Analysis sector.

Join over 1 Million professionals from the most renowned Companies in the world!

certificate

Empower Your Learning with Our Flexible Plans

Invest in your future with our flexible subscription plans. Whether you're just starting out or looking to enhance your expertise, there's a plan tailored to meet your needs. Gain access to in-demand skills and courses for your continuous learning needs.

Monthly Plans
Annual Plans
Save 20% with our annual plans!

Pro

Ideal for continuous learning, offering extensive resources with 600+ courses and diverse Learning Paths to enhance your skills.

$ 499.00
Billed annually or $59.00 billed monthly
Get Started Now
Start your 7-day trial for $1

What is included

  • 700+ Premium Short Courses
  • 50+ Structured Learning Paths
  • Validation of Completion with all courses and learning paths
  • New Courses added every month
Early Access Offer

Pro +

Experience immersive learning with Practice Labs, CTF Challenges, and exclusive EC-Council certifications for comprehensive skill-building.

$ 599.00
Billed annually or $69.00 billed monthly
Get Started Now
Start your 7-day trial for $1

Everything in Pro and

  • 800+ Practice Lab exercises with guided instructions
  • 150+ CTF Challenges with detailed walkthroughs
  • New Practice Labs and Challenges added every month
  • 3 Official EC-Council Essentials Certifications¹ (retails at $897!)
    Exclusive Bonus with Annual Plans

¹This plan includes Digital Forensics Essentials (DFE), Ethical Hacking Essentials (EHE), and Network Defense Essentials (NDE) certifications. No other EC-Council certifications are included.

Related Courses

  • Statistics Fundamentals: Bundled

    Statistics Fundamentals: Bundled

    Short Course

    Statistics Fundamentals: Bundled

    Data Science

    Theory and Python

    $59.99

    Beginner

    14 hr 32 m

  • Data Wrangling with Pandas - Part 2

    Data Wrangling with Pandas - Part 2

    Short Course

    Data Wrangling with Pandas - Part 2

    Data Science

    Explore the World of Data Processing with Pandas and Get a Ch...

    $59.99

    Beginner

    3 hr 11 m

  • Hands-on Python Web Scraping from Scratch

    Hands-on Python Web Scraping from Scratch

    Short Course

    Hands-on Python Web Scraping from Scratch

    Data Science

    Master the art of programming & building custom web scrap...

    $69.99

    Beginner

    4 hr 30 m

  • Data Visualization Using Tableau - Part 3

    Data Visualization Using Tableau - Part 3

    Short Course

    Data Visualization Using Tableau - Part 3

    Data Science

    Master Tableau Calculations and Create Your Own Dashboards!

    $49.99

    Beginner

    2 hr 30 m

  • Applied Logistic Regression

    Applied Logistic Regression

    Short Course

    Applied Logistic Regression

    Data Science

    A data-driven approach to classification

    $59.99

    Beginner

    3 hr 9 m

  • A Crash Course to Build Your Own Chatbot

    A Crash Course to Build Your Own Chatbot

    Short Course

    A Crash Course to Build Your Own Chatbot

    Data Science

    Learn the essentials of creating your chatbot from scratch us...

    $79.99

    Beginner

    4 hr 0 m

  • Deep Dive into Snowflake

    Deep Dive into Snowflake

    Short Course

    Deep Dive into Snowflake

    Data Science

    Master Snowflake for Advanced Data Warehousing and Analytics

    $49.99

    Advanced

    2 hr 30 m

  • Business Intelligence with Power BI Desktop

    Business Intelligence with Power BI Desktop

    Short Course

    Business Intelligence with Power BI Desktop

    Data Science

    Master Power BI, Data analysis, Visualization, and Designing ...

    $59.99

    Intermediate

    7 hr 8 m

1 8