Unlocking Insights Machine Learning in Econometrics
Free Download Unlocking Insights Machine Learning in Econometrics
Published 3/2024
Created by Grant Gannaway
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English | Duration: 54 Lectures ( 3h 24m ) | Size: 906 MB
This course provides a high-level overview of the most important concepts in machine learning and econometrics.
What you'll learn:
Understand Econometric Foundations: Grasp core concepts, models, and techniques in econometrics for data-driven economic analysis.
Apply Statistical Methods: Apply regression analysis, time series modeling, and hypothesis testing to real-world economic datasets.
Integrate Machine Learning: Explore the fusion of ML techniques with econometrics for enhanced predictive modeling and policy insights.
Handle Economic dаta: Learn data preprocessing, normalization, and handling outliers in economic datasets.
Predict Economic Trends: Build predictive models to forecast economic trends, aiding informed decision-making.
Ethical Data Usage: Understand ethical considerations and responsible use of data in economic analyses.
Future Trends Awareness: Stay updated on emerging trends, like AI-driven economics, shaping the future of the field.
Requirements:
The only prerequisites are curiosity and enthusiasm: A genuine interest in exploring the intersection of machine learning and econometrics for advancing economic insights.
If you are able to run simple commands in python, it will be useful to understand the code examples in the course.
Description:
One of the most valuable skills for the future will be unlocking insights from data. Often, practitioners are experts in machine learning or econometrics, but not both. However, having at least a basic understanding of the concepts in both econometrics and machine learning will allow practitioners to unlock data insights to the fullest extent. This course is designed to be a first step in bridging the gap between the two fields. Those fluent in machine learning will benefit from examples of econometric thinking, and econometricians will benefit from discussions of machine learning concepts. In this course, I will discuss the key concepts at the intersection of machine learning and econometrics. I will start by comparing and contrasting the two fields, then I will move into basic data handling skills, then I will discuss keys to exploratory data analysis, and end with a segment on using regression in a machine learning context to make economic predictions. I will give Python code examples for some concepts, and work through a basic case study predicting the economic growth of different countries around the world. This is an introductory course that provides overviews and summaries of the most important ideas, in future courses I will dig deeper into individual concepts - feel free to message me with suggestions!
Who this course is for:
Economics Students: Ideal for undergraduate and graduate economics students aiming to enhance analytical skills and apply machine learning in economic research.
Data Analysts: Suited for data analysts seeking to specialize in economic analysis, combining econometrics and machine learning techniques.
Economists: Valuable for practicing economists aiming to modernize their skills, leverage data-driven approaches, and make informed policy recommendations.
Research Professionals: Beneficial for researchers and professionals in economics, finance, and related fields who want to integrate advanced data analysis techniques.
Policy Makers: Useful for policymakers interested in data-driven insights to design effective economic policies and understand their potential impact.
Academic Researchers: Appropriate for researchers and academics exploring interdisciplinary studies at the intersection of economics and machine learning.
Data Science Enthusiasts: Suitable for individuals with a strong interest in data science and its applications in economic analysis.
Prerequisite-Knowledge Seekers: Designed for learners looking to bridge their econometrics and machine learning expertise.
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