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Foundational Data Insights For Machine Learning

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Free Download Foundational Data Insights For Machine Learning

Published: 12/2024
MP4 | Video: h264, 1920x1080 | Audio: AAC, 44.1 KHz
Language: English | Size: 324.95 MB | Duration: 1h 3m
Mastering Data Fundamentals: A Practical Guide to Exploratory Data Analysis for Machine Learning

What you'll learn

Overview

of data science and the role of machine learning in solving real-world problems
Understanding the importance of data quality and preparation in the success of machine learning projects
Techniques for summarizing and visualizing datasets to uncover underlying patterns and insights
Techniques for scaling, normalizing, and encoding data to ensure it's ready for machine learning algorithms
Requirements

None at all
Description

Unlock the Power of Data with Foundational Data Insights for Machine Learning!Are you ready to dive into the world of machine learning and data science? This comprehensive course will guide you through the essential skills needed to transform raw data into actionable insights. Learn how to effectively apply Exploratory Data Analysis (EDA), the critical first step in any data-driven project, to uncover hidden patterns, correlations, and outliers that can dramatically improve your machine learning models.In this course, you'll gain hands-on experience with the tools and techniques used by data scientists to clean, visualize, and interpret data. We'll explore key EDA methods, including statistical summaries, visualizations, and feature engineering, to help you better understand your data and enhance model accuracy.Whether you're just starting or looking to strengthen your foundation in machine learning, this course will equip you with the skills to confidently approach any data problem. Don't just learn theory—learn how to apply it in real-world scenarios and set yourself on the path to success in the fast-evolving field of data science.Start your journey today! With a strong grasp of Exploratory Data Analysis and foundational data insights, you'll be prepared to take on more advanced machine learning challenges and make data-driven decisions that truly matter.
Overview

Section 1: 01 Introduction to EDA (Exploratory Data Analysis)
Lecture 1 Introduction to EDA
Lecture 2 Understanding the data
Section 2: Univariate Analysis
Lecture 3 Univariate Analysis
Section 3: Bivariate Analysis
Lecture 4 Bivariate Analysis
Section 4: Missing Values Treatments
Lecture 5 Missing Values Treatments
Section 5: Outliers Treatment
Lecture 6 Outliers Treatment
Section 6: Variable Transformation
Lecture 7 Variable Transformation
Individuals who are new to data science and want to build a strong foundation in the core concepts and techniques used in machine learning,Those interested in understanding how to explore, analyze, and prepare data for machine learning projects,Individuals aiming to transition into data analysis or data science roles and seeking to acquire the foundational skills needed to analyze and interpret data effectively,Those looking to strengthen their understanding of Exploratory Data Analysis (EDA), data preprocessing, and visualization

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