Deep Dive into Time Series Forecasting
Part 2 - Complete ARIMA Modeling
and Tests

Created by Selva Prabhakaran

15 video lessons
English

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Self-paced online videos
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Learning duration ~ 2-3 weeks
Complete access for 1 year

What you will learn

Complete understanding of the ARIMA Algorithm

Variations of ARIMA models, handling seasonality, exogenous variables

Statistician's method of finding p,d,q parameters

Post hoc analysis

How to extend and build Autoarima and fine tune.

Hands-on working session of model building process using Python - Statsmodels

Course Curriculum

Requirements

Basics of Python
Foundational knowledge of Data Science
High school maths

Who should attend this course?

Data Science Aspirants
Data Science Professionals
Software/Data engineers interested in quantitative analysis
Professionals working with large datasets
Data analysts, economists, researchers

About the course

You will learn the following skills by the end of the course:

LightGBM
XGBoost Random
Forest Decision Tree
Logistic Regression
Hyperparameter
Tuning Feature Importance Confusion Matrix
ROC AUC
Concordance and Discordance
Precision Recall Curve
Capture Rates and Gains
Feature Engineering
Label Encoding
Frequency Encoding
Chi-Square test ANOVA test
Exploratory Data Analysis
Memory
Optimization
Data Preprocessing

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!

4.5+Instructor rating
200+ reviews
10K+students
15+ Courses

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Deep Dive into Time Series Forecasting Part 2 - Complete ARIMA Modeling and Tests