Courses
Web Development Software Design Programming Languages Mobile Development IT Infrastructure IT Basics Game Development Engineering Electrical Engineering Data Science & AI Cybersecurity & Ethical Hacking Cloud Computing & Networking Blockchain & Cryptocurrency Zen Philosophy Success Habits Resilience Productivity & Time Management
Services
Online courses Become a certified teacher Sagson Home Academy Imperial English Test
Our Story
Who Are We Licenses and Accreditation Our Team
About us

Learn Python for Data Science & Machine Learning from A-Z

by Super Admin

$ 10

Data Science & AI

Learn Python for Data Science & Machine Learning from A-Z

Best seller
0
Created By Super Admin

$ 10

50% off $ 20

Estimated Time

24 hours 23 mins

On demand video

Enrolled By

0

Students & professionals

Total

141

Resources

Full

Lifetime

Access

About this Professional course

Course Description
Sagson Educational Portal offers an in-depth course that equips participants with essential skills in data science and machine learning using Python, addressing the growing demand for expertise in data-driven decision-making across industries. With data playing a pivotal role in today’s world, the ability to draw meaningful insights and develop predictive models is invaluable.In this course, participants start with foundational Python programming and progress to advanced techniques in data manipulation, visualization, statistical analysis, and machine learning. The curriculum is designed to provide a seamless integration of theory and hands-on experience, ensuring that learners can confidently apply their knowledge in real-world situations.



Key Course Features

Thoroughly Researched Content: Each course is designed with meticulously researched materials to ensure comprehensive learning.

Engaging Audiovisual Modules: Enjoy bite-sized modules that enhance understanding and retention through dynamic audiovisual content.

Expert Access: Connect with leading industry professionals and academic experts for guidance and insights.

Flexible Learning Duration: Gain full access to the course for 365 days, with round-the-clock customer support available to assist you.

Instant Certification: Receive a digital certificate immediately upon course completion, validating your new skills.


Assessments & Certification

To earn certification from the Sagson Educational Portal, learners might be required to complete and pass certain assessments that test their understanding of the course material. These assessments are crucial in determining their eligibility for certification.

Order Your Certificate

Complete the course and claim your certificate. 


Course Requirements

A Stable Internet Connection

To access video lessons, downloadable materials, and online assessments without interruption.

A Laptop, Desktop, or Mobile Device

Courses are accessible via any modern device with a web browser. For optimal experience, a larger screen is recommended.

Basic Digital Literacy

Familiarity with using a web browser, email, and basic navigation is helpful to complete the course smoothly.

Up-to-Date Web Browser

Ensure your device is running the latest version of Google Chrome, Firefox, Safari, or Microsoft Edge for full compatibility.

A Willingness to Learn

Self-motivation and commitment to personal development are key to completing the course successfully.


What You Will Learn

Enhanced Knowledge and Skills

Gain practical and theoretical understanding relevant to the subject area, improving both personal and professional competencies.

Certified Achievement

Receive Accredited Certificate upon successful completion, verifying your professional development.

Career and Workplace Readiness

Apply new skills confidently in real-world scenarios, boosting your employability and performance at work.

Self-Paced Learning Completion

Learn at your own convenience with full control over your pace, helping you achieve your goals more effectively.

Increased Confidence and Capability

Develop greater confidence in your abilities, enabling you to take on new challenges and responsibilities with ease.


Course content

Data Cleaning

Feature Scaling

Data Cleaning

16 mins to complete
2 lessons

Data Science Career

Creating A Data Science Resume

Data Science Cover Letter

How to Contact Recruiters

Getting Started with Freelancing

Top Freelance Websites

Personal Branding

Networking

Importance of a Website

39 mins to complete
8 lessons

PCA

PCA Section Overview

What is PCA?

PCA Drawbacks

PCA Algorithm Steps (Mathematics)

Covariance Matrix vs SVD

PCA - Main Applications

PCA - Image Compression

PCA Data Preprocessing

PCA - Biplot and the Screen Plot

PCA - Feature Scaling and Screen Plot

PCA - Supervised vs Unsupervised

PCA - Visualization

2 hours 6 mins to complete
12 lessons

K-Means

Unsupervised Machine Learning Intro

Unsupervised Machine Learning Continued

Data Standardization

1 hour 2 mins to complete
3 lessons

Support Vector Machines

SVM Outline

SVM intuition

Hard vs Soft Margins

C hyper-parameter

Kernel Trick

Kernel Types

SVM with Linear Dataset (Iris)

SVM with Non-linear Dataset

SVM with Regression

[Project] Voice Gender Recognition using SVM

1 hour 47 mins to complete
10 lessons

Ensemble Learning and Random Forests

Ensemble Learning Section Overview

What is Ensemble Learning?

What is Bootstrap Sampling?

What is Bagging?

Out-of-Bag Error (OOB Error)

Implementing Random Forests from scratch Part 1

Implementing Random Forests from scratch Part 2

Compare with sklearn implementation

Random Forests Hyper-Parameters

Random Forests Pros and Cons

What is Boosting?

AdaBoost Part 1

AdaBoost Part 2

1 hour 51 mins to complete
13 lessons

Decision Trees

Decision Trees Section Overview

EDA on Adult Dataset

What is Entropy and Information Gain?

The Decision Tree ID3 algorithm from scratch Part 1

The Decision Tree ID3 algorithm from scratch Part 2

The Decision Tree ID3 algorithm from scratch Part 3

ID3 - Putting Everything Together

Evaluating our ID3 implementation

Compare with Sklearn implementation

Visualizing the tree

Plot the Important Features

Decision Trees Hyper-parameters

Pruning

[Optional] Gain Ration

Decision Trees Pros and Cons

Project] Predict whether income exceeds $50K/yr - Overview

2 hours 58 mins to complete
16 lessons

K Nearest Neighbors

KNN Overview

Parametic vs Non-Parametic Models

EDA on Iris Dataset

KNN - Intuition

Implement the KNN algorithm from scratch

Compare the Reuslt with Sklearn Library

Hyperparameter tuning using the cross-validation

The decision boundary visualization

Manhattan vs Euclidean Distance

Feature scaling in KNN

Curse of dimensionality

KNN use cases

KNN pros and cons

1 hour 44 mins to complete
13 lessons

Linear and Logistic Regression

Linear Regression Intro

Gradient Descent

Linear Regression + Correlation Methods

Linear Regression Implemenation

Logistic Regression

52 mins to complete
5 lessons

Feature Selecting and Engineering

Feature Engineering

7 mins to complete
1 lessons

Introduction to Python for Data Science and Machine Learning from A-Z

Who is this course for?

Data Science + Machine Learning Marketplace

Data Science Job Opportunities

Data Science Job Roles

What is a Data Scientist?

How To Get a Data Science Job

Data Science Projects Overview

1 hour 14 mins to complete
7 lessons

Data Loading and Exploration

Exploratory Data Analysis

14 mins to complete
1 lessons

Introduction to Machine Learning

Intro to Machine Learning

27 mins to complete
1 lessons

Python Data Visualization

Data Visualization Overview

Different Data Visualization Libraries in Python

Python Data Visualization Implementation

47 mins to complete
3 lessons

Pandas Data Analysis

Intro To Pandas

Intro To Pandas Continued

35 mins to complete
2 lessons

NumPy Data Analysis

Intro NumPy Array Data Types

NumPy Arrays

NumPy Arrays Basics

NumPy Array Indexing

NumPy Array Computations

Broadcasting

55 mins to complete
6 lessons

Probability and Hypothesis Testing

What Exactly is Probability?

Expected Values

Relative Frequency

Hypothesis Testing Overview

23 mins to complete
4 lessons

Statistics for Data Science

Intro to Statistics

Descriptive Statistics

Measure of Variability

Measure of Variability Continued

Measures of Variable Relationship

Inferential Statistics

Measure of Asymmetry

Sampling Distribution

1 hour 12 mins to complete
8 lessons

Python For Data Science

What is Programming?

Why Python for Data Science?

What is Jupyter?

What is Google Colab?

Jupyter Notebook

Python Variables, Booleans

Getting Started with Google Colab

Python Operators

Python Numbers and Booleans

Python Strings

Python Conditional Statements

Python For Loops and While Loops

Python Lists

More about Lists

Python Tuples

Python Dictionaries

Python Sets

Compound Data Types and When to use each one?

Python Functions

Object-Oriented Programming in Python

4 hours 4 mins to complete
20 lessons

Data Science and Machine Learning Concepts

Why We Use Python

What is Data Science?

What is Machine Learning?

Machine Learning Concepts and Algorithms

What is Deep Learning?

Machine Learning vs Deep Learning

1 hour 10 mins to complete
6 lessons

Top Reviews

No reviews yet

Frequently Asked Questions

How do I purchase a course?

To purchase your course online just follow the link. Online purchases can either be paid for immediately by credit/debit card, you can nominate somebody else to pay on your behalf, or an invoice can be requested.

How do I access the courses I have paid for?

On completing the online purchase process you will have immediate access to your course. 

How long do I have access to my purchased course?

You have access to the courses you have purchased indefinitely. Once the payment is made, the confirmation notice will be sent to the client via email within 24 hours of receipt of payment.

Do I have to complete a course in one go?

No, you can visit it at any time, wherever you are. Each course is made up of a number of individual modules which enables you to complete it in your own time and at times convenient to you. If you wish to return to the course at the point, you last left it at, please ensure you use the same device to access the course and do not clear your cache in between visits.

I have purchased the course online but cannot access the course?

Please contact the QH social media or by calling +97150209580.

Can I download or print a copy of the course material?

The software that we use for our eLearning does not have a download or print function, so there is no easy way to obtain this. For this reason, once you have purchased individual eLearning courses with us you have indefinite access to them so that you may return to the information and review it at any time.  

When I will receive the refund payment?

Refunds will be made onto the original mode of payment and will be processed within 10 to 45 days depending on the issuing bank of the credit card used.

What are the criteria in refund the payment for courses?

Any learner can withdraw from the programme and receive a refund based on the following Criteria:1- Online courses 24 hours Before the course starts: No refund.2- more than 24 hours before the course starts: Full refund.3- Products Full refunds within 14 days of purchase.Services As per terms and conditions in the service delivery contract.4. Payment confirmation

Can I cancel any program\course I sign in?

Customer can cancel their order/requested services within 24 hours; refunds will be made back to the payment solution used initially by the customer. Please allow for up to 45 days for the refund transfer to be completed.

If I fail a course, can I retake it?

If you did not pass the course with the grade required to earn the certificate, you can enroll in a future session.

Options for Purchasing a Program.?

There are 2 options:Option 1: purchase the program bundle:One-click bundle purchase to add all the program courses at once.Option 2: Upgrade Course by CourseYou can also purchase the program courses one by one.  

What types of certificates does SEP offers?

SEP currently offers two types of certificates:- Certificates for single courses- Program certificates for programs (series of courses)

Does SEP offer free certificates?

SEP courses do not award free certificates. Certificates are awarded only to passing students registered in the paid certificate track. The enrollment fee for this track varies by course.

Can I get a paper copy of my certificate?

SEP cannot send individual printed copies of certificates. However, you can save the certificate by downloading it as a PDF file.

I am not interested in a certificate. Can I still enroll in a course?

Yes. With the exception of professional education courses.

How do I download my certificate?

You can save your certificate on your computer by downloading it as a PDF using either the Chrome or Safari browser. 

How can I add my certificate to my LinkedIn profile?

To add your SEP certificate directly to your LinkedIn profileLog in to your LinkedIn account, then go to your profile.On the right, in the Add profile section dropdown, choose Background and then select the drop-down triangle next to Licenses & Certifications.In Name, enter the name of the course or program.In Issuing Organization, enter "SEP".(Optional) In Issue Date, enter the time period during which you earned the certification.(Optional) Select the checkbox This certification does not expire.You can leave the Credential ID field empty.In Certification URL, enter the URL for your certificate.

More questions? Visit the Learner Help Center.

Shopping Cart

Loading...