Machine Learning - Fundamental Of Python Machine Learning

Learn The Most Effective Machine Learning Techniques in Python

What you'll learn

The Machine Learning Process

Standard Deviation

Linear Regression

Polynomial Regression

Multiple Regression

Hierarchical Clustering

Logistic Regression

Bootstrap Aggregation

Cross Validation

Requirements

No prior knowledge of Python Machine Learning is required

Description

Are you ready to learn on a journey into the captivating world of machine learning using Python? Welcome to "Machine Learning - Fundamentals of Python Machine Learning," your gateway to understanding and applying the core principles of machine learning.Machine learning is transforming industries, from healthcare to finance, and Python is at the forefront of this revolution. Whether you're a budding data scientist, aspiring machine learning engineer, or simply curious about the potential of AI, this course will equip you with the foundational knowledge and practical skills to harness the power of Python for machine learning.Key Learning Objectives:Introduction to Machine Learning: Get a comprehensive overview of machine learning, its significance, and the Python ecosystem's role in the field.Python for Machine Learning: Learn the basics of Python programming, data structures, and libraries essential for machine learning.Model Evaluation and Selection: Discover techniques for evaluating machine learning models and selecting the best model for your tasks.Feature Engineering: Master the art of feature selection and engineering to enhance the performance of your machine learning models.Why Choose This Course?Comprehensive Curriculum: This course is designed to take you from a machine learning novice to a proficient practitioner, ensuring you have a deep understanding of the fundamentals.Hands On Learning: Practice your skills with coding exercises, hands-on projects, and machine learning challenges that replicate real-world scenarios.Expert Instruction: Benefit from the guidance of experienced instructors who have worked on machine learning projects and are passionate about sharing their knowledge.Lifetime Access: Enroll once and have lifetime access to the course materials, ensuring your skills stay up to date with the latest developments in machine learning.Unlock the potential of Python in the world of machine learning. Enroll today in "Machine Learning - Fundamentals of Python Machine Learning" and acquire the knowledge and skills you need to excel in the exciting field of machine learning. Don't miss this opportunity to become a proficient machine learning practitioner. Your journey to mastering machine learning with Python starts now!

Overview

Section 1: Introduction

Lecture 1 AUC-ROC Curve

Lecture 2 Bootstrap Aggregation

Lecture 3 Categorical Data

Lecture 4 Confusion Matrix

Lecture 5 Cross Validation

Lecture 6 Data Distribution

Lecture 7 Decision Tree

Lecture 8 Grid Search

Lecture 9 Hierarchical Clustering

Lecture 10 K-Means

Lecture 11 K-nearest neighbors

Lecture 12 Linear Regression

Lecture 13 Logistic Regression

Lecture 14 Mean, Median and Mode

Lecture 15 Multiple Regression

Lecture 16 Normal Data Distribution

Lecture 17 Percentiles

Anyone interested in Machine Learning,Beginners Who want to Learn Machine Learning