Machine Learning with Python
Sara Karim
Instructor
Sara Karim
Course Level
Beginner
Duration
Duration 1 hrs 24 min
Rating
Rating 4
Students
Students 203

Machine Learning with Python

Welcome to the Machine Learning Course, brought to you by LEAD Academy!


Are you ready to explore the exciting world of artificial intelligence (AI) and machine learning? This course will introduce you to the fundamental concepts and techniques that drive modern data analysis and prediction.


Why Is This Course Important?
In today's digital age, understanding machine learning is essential for anyone interested in AI, technology and data. This course empowers learners of all backgrounds to grasp the basics of machine learning and apply them to real-world scenarios. Whether you're new to the field or looking to expand your knowledge, this course is for you.


Who Is This Course For?
This course is designed for:

  • Beginners curious about machine learning and AI
  • Tech enthusiasts eager to understand the foundations of data analysis
  • Professionals seeking to enhance their skills in predictive modelling
  • Students interested in exploring the possibilities of AI-driven technology
  • Anyone keen on understanding how data shapes our digital world

Why Should You Enroll?
By enrolling in this course, you will:
Gain a solid understanding of machine learning principles and algorithms.
Discover why Python is the preferred programming language for machine learning.


What Will You Learn?
Throughout this course, you'll:

  • Explore the basics of machine learning with practical examples.
  • Understand the importance of Python for machine learning applications.
  • Learn about essential techniques like regression, classification, and clustering.
  • Dive into real-world datasets to build predictive models and make informed decisions.
  • Gain hands-on experience with Python libraries like Scikit-Learn and how to interpret data using tools like the Confusion Matrix and Cross-Validation.
  • Explore popular regression techniques like Ridge and Lasso Regression.
  • Master classification algorithms such as Naive Bayes and Decision Trees.
  • Dive into the world of clustering with K-means Clustering.
  • Understand the power of ensemble methods like Random Forest.
  • Scikit-learn for machine learning.

Join us on this exciting journey into the realm of machine learning and AI. Enroll today and unlock the potential of data-driven insights in the digital age. Your journey to becoming a machine learning expert starts here!
 

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What Will I Learn?
  • ML Basics
  • Python ML
  • Data Analysis
  • Model Building
  • Algorithm Mastery
  • Hands-on Skills
  • Python Libraries
  • Predictive Modeling
Course content
  • 1 Chapters
  • 16 Lessons
  • 1 hrs 24 min

Course Overview

Free Preview 00:00:56

Introduction to Machine Learning

00:03:03

The Best Programming Language for Machine Learning

00:02:12

Confusion Matrix

00:05:55

Cross Validation

00:05:13

Ridge vs Lasso Regression

00:05:52

Linear Regression

00:04:32

K-means Clustering

00:05:02

Implementation of K-means Clustering

00:06:23

Naive Bayes Algorithm

00:05:36

Practical Implementation of Naive Bayes

00:08:58

Decision and Classification Tree

00:08:41

IRIS Dataset Prediction

00:07:15

Random Forest Algorithm

00:05:55

Digit Classification

00:04:34

Principal Component Analysis (PCA)

00:04:29
Quiz

Final Quiz

Pre Requisites
  • Basic Python Knowledge
  • Keep video resolution at 1080p
  • Basic Computer Skill
Meet Your Instructor

Sara Karim

4 Instructor Rating
11 Reviews
203 Students
1 Course

Review
4

Anonymous user

3 weeks ago

Anonymous user

1 month ago

Somewhat good for beginers.

Anonymous user

1 month ago

Anonymous user

3 months ago

Siddique

Siddique

3 months ago

Faria Akter

Faria Akter

4 months ago

Md Al Amin

Md Al Amin

5 months ago

Anonymous user

5 months ago

Mohammad Nazmul Hoq

Mohammad Nazmul Hoq

5 months ago

Rittique Basak

Rittique Basak

9 months ago

This course is great for getting generalidea for ML. I wish there were moreprojects or code examples from the verybeginning of course to see theimplementation and get more clear idea.Overall it was a decent course. I needthe slides and other resoruces

Reply from Instructor

Thank you for your feedback. Stayconnected.

Total Price

BDT 500 ৳1000

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