Advanced Predictive Modelling By Spotle.ai
This Spotle.ai masterclass by industry experts is to help you build a rewarding career in data science.
Updated on Jul, 2024
Language - English
Data Science,Development,Predictive Modeling
Lectures -33
Duration -4.5 hours
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Course Description
Data science and Python have become key industry drivers in the global job and opportunity market. This course with mix of lectures from industry experts and Ivy League academics will help students, recent graduates and young professionals learn predictive modelling and its applications in business scenarios using Python programming language.
What is predictive modelling?
Predictive modeling is a process that uses statistics, data mining and probability to forecast the future outcomes. Such as, let’s say, an EdTech company is trying to assess the market. They have a question. The market condition that they predict will decide their future investment area. Their question is, is the future of learning going to be self-paced online? As we apply predictive modelling techniques on the available data from the market the predictive outcome to this question is ‘Yes. The future of learning is going to be self-paced online’. Now the future will have the actual outcome. But the EdTech company will invest in this area as per this predictive outcome.
Goals
- Detailed Regression Analysis and its Application, Model Complexity and Bias-Variance trade-off, Variable selection, Multicollinearity, Measures of Accuracy.
- Detailed Logistic Regression and its Application, Likelihood Estimation, Measure of Accuracy.
- Ridge Regression
- Detailed Decision Tree and lots of hands-on coding sessions.
- Detailed Random Forest and lots of hands-on coding sessions.
- Introduction To Time Series Analysis.
- Generalized Linear Model Or GLM
Prerequisites
- This course takes you through to the advanced level step-by-step from scratch.
- Basic knowledge of statistics and Python programming language will come handy.
Curriculum
Check out the detailed breakdown of what’s inside the course
Introduction
2 Lectures
-
Introduction To Predictive Modelling
08:51
08:51
-
Introduction To Data Science
06:14
06:14
Advanced Linear Regression
7 Lectures
Linear Regression With Python
1 Lectures
Advanced Logistic Regression
4 Lectures
Logistic Regression With Python
1 Lectures
Ridge Regression
2 Lectures
Complete Decision Tree
5 Lectures
Decision Tree In Python
5 Lectures
Random Forest
2 Lectures
Random Forest In Python
2 Lectures
Time Series
1 Lectures
Generalized Linear Models
1 Lectures
Instructor Details
Spotle Learn
Spotle Learn provides career ready courses in Artificial Intelligence, Data Science, Programming, Cloud Computing, IoT, Blockchain, AR and VR, Astronomy and Astrophysics and other in-demand skill areas. We have trained and certified over 100,000 people. Students from 2500 college campuses and leading corporates learn on Spotle to meet their career goals.
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