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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

<p dir="ltr" style="line-height:1.38;background-color:#ffffff;margin-top:12pt;margin-bottom:0pt;padding:0pt 0pt 12pt 0pt;"><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:700;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">Course Description</span><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:700;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;"><br></span><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">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.</span></p><p dir="ltr" style="line-height:1.38;background-color:#ffffff;margin-top:0pt;margin-bottom:0pt;"><br></p><p dir="ltr" style="line-height:1.38;background-color:#ffffff;margin-top:0pt;margin-bottom:0pt;"><br></p><p dir="ltr" style="line-height:1.38;background-color:#ffffff;margin-top:0pt;margin-bottom:0pt;"><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:700;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">Key Course Features</span></p><p dir="ltr" style="line-height:1.38;background-color:#ffffff;margin-top:0pt;margin-bottom:0pt;"><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:700;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">Thoroughly Researched Content</span><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">: Each course is designed with meticulously researched materials to ensure comprehensive learning.</span></p><p dir="ltr" style="line-height:1.38;background-color:#ffffff;margin-top:0pt;margin-bottom:0pt;"><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:700;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">Engaging Audiovisual Modules</span><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">: Enjoy bite-sized modules that enhance understanding and retention through dynamic audiovisual content.</span></p><p dir="ltr" style="line-height:1.38;background-color:#ffffff;margin-top:0pt;margin-bottom:0pt;"><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:700;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">Expert Access</span><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">: Connect with leading industry professionals and academic experts for guidance and insights.</span></p><p dir="ltr" style="line-height:1.38;background-color:#ffffff;margin-top:0pt;margin-bottom:0pt;"><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:700;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">Flexible Learning Duration</span><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">: Gain full access to the course for 365 days, with round-the-clock customer support available to assist you.</span></p><p dir="ltr" style="line-height:1.38;background-color:#ffffff;margin-top:0pt;margin-bottom:0pt;"><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:700;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">Instant Certification</span><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">: Receive a digital certificate immediately upon course completion, validating your new skills.</span></p><p dir="ltr" style="line-height:1.38;background-color:#ffffff;margin-top:0pt;margin-bottom:0pt;"><br></p><p dir="ltr" style="line-height:1.38;background-color:#ffffff;margin-top:0pt;margin-bottom:0pt;"><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:700;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">Assessments & Certification</span></p><p dir="ltr" style="line-height:1.38;background-color:#ffffff;margin-top:0pt;margin-bottom:0pt;"><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">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.</span></p><p dir="ltr" style="line-height:1.38;background-color:#ffffff;margin-top:0pt;margin-bottom:0pt;"><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:700;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">Order Your Certificate</span></p><p dir="ltr" style="line-height:1.38;background-color:#ffffff;margin-top:0pt;margin-bottom:0pt;"><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">Complete the course and claim your certificate. </span></p><p><!--StartFragment--><br class="Apple-interchange-newline"><!--EndFragment--></p>

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

<p dir="ltr" style="line-height:1.38;background-color:#ffffff;margin-top:12pt;margin-bottom:0pt;padding:0pt 0pt 12pt 0pt;"><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:700;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">Course Description</span><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:700;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;"><br></span><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">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.</span></p><p dir="ltr" style="line-height:1.38;background-color:#ffffff;margin-top:0pt;margin-bottom:0pt;"><br></p><p dir="ltr" style="line-height:1.38;background-color:#ffffff;margin-top:0pt;margin-bottom:0pt;"><br></p><p dir="ltr" style="line-height:1.38;background-color:#ffffff;margin-top:0pt;margin-bottom:0pt;"><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:700;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">Key Course Features</span></p><p dir="ltr" style="line-height:1.38;background-color:#ffffff;margin-top:0pt;margin-bottom:0pt;"><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:700;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">Thoroughly Researched Content</span><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">: Each course is designed with meticulously researched materials to ensure comprehensive learning.</span></p><p dir="ltr" style="line-height:1.38;background-color:#ffffff;margin-top:0pt;margin-bottom:0pt;"><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:700;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">Engaging Audiovisual Modules</span><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">: Enjoy bite-sized modules that enhance understanding and retention through dynamic audiovisual content.</span></p><p dir="ltr" style="line-height:1.38;background-color:#ffffff;margin-top:0pt;margin-bottom:0pt;"><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:700;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">Expert Access</span><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">: Connect with leading industry professionals and academic experts for guidance and insights.</span></p><p dir="ltr" style="line-height:1.38;background-color:#ffffff;margin-top:0pt;margin-bottom:0pt;"><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:700;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">Flexible Learning Duration</span><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">: Gain full access to the course for 365 days, with round-the-clock customer support available to assist you.</span></p><p dir="ltr" style="line-height:1.38;background-color:#ffffff;margin-top:0pt;margin-bottom:0pt;"><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:700;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">Instant Certification</span><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">: Receive a digital certificate immediately upon course completion, validating your new skills.</span></p><p dir="ltr" style="line-height:1.38;background-color:#ffffff;margin-top:0pt;margin-bottom:0pt;"><br></p><p dir="ltr" style="line-height:1.38;background-color:#ffffff;margin-top:0pt;margin-bottom:0pt;"><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:700;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">Assessments & Certification</span></p><p dir="ltr" style="line-height:1.38;background-color:#ffffff;margin-top:0pt;margin-bottom:0pt;"><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">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.</span></p><p dir="ltr" style="line-height:1.38;background-color:#ffffff;margin-top:0pt;margin-bottom:0pt;"><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:700;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">Order Your Certificate</span></p><p dir="ltr" style="line-height:1.38;background-color:#ffffff;margin-top:0pt;margin-bottom:0pt;"><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:#1d1c1d;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">Complete the course and claim your certificate. </span></p><p><!--StartFragment--><br class="Apple-interchange-newline"><!--EndFragment--></p>

<p style="color: rgb(73, 80, 87); text-align: justify; margin-right: 0px !important; margin-bottom: 0px !important; margin-left: 0px !important; padding: 0px !important;" data-mce-style="font-family:"Nunito Sans", sans-serif;font-size:16px;font-style:normal;font-weight:400;color:rgb(73, 80, 87);margin:0px !important;padding:0px !important;text-align:justify;"><b style="color:#000000;background-color:transparent;" data-mce-style="color:#000000;background-color:transparent;">A Stable Internet Connection</b></p><p style="color: rgb(73, 80, 87); text-align: justify; margin-right: 0px !important; margin-bottom: 0px !important; margin-left: 0px !important; padding: 0px !important;" data-mce-style="font-family:"Nunito Sans", sans-serif;font-size:16px;font-style:normal;font-weight:400;color:rgb(73, 80, 87);margin:0px !important;padding:0px !important;text-align:justify;"><span style="color:#000000;background-color:transparent;" data-mce-style="color:#000000;background-color:transparent;">To access video lessons, downloadable materials, and online assessments without interruption.</span></p><p style="color: rgb(73, 80, 87); text-align: justify; margin-right: 0px !important; margin-bottom: 0px !important; margin-left: 0px !important; padding: 0px !important;" data-mce-style="font-family:"Nunito Sans", sans-serif;font-size:16px;font-style:normal;font-weight:400;color:rgb(73, 80, 87);margin:0px !important;padding:0px !important;text-align:justify;"><b style="color:#000000;background-color:transparent;" data-mce-style="color:#000000;background-color:transparent;">A Laptop, Desktop, or Mobile Device</b></p><p style="color: rgb(73, 80, 87); text-align: justify; margin-right: 0px !important; margin-bottom: 0px !important; margin-left: 0px !important; padding: 0px !important;" data-mce-style="font-family:"Nunito Sans", sans-serif;font-size:16px;font-style:normal;font-weight:400;color:rgb(73, 80, 87);margin:0px !important;padding:0px !important;text-align:justify;"><span style="color:#000000;background-color:transparent;" data-mce-style="color:#000000;background-color:transparent;">Courses are accessible via any modern device with a web browser. For optimal experience, a larger screen is recommended.</span></p><p style="color: rgb(73, 80, 87); text-align: justify; margin-right: 0px !important; margin-bottom: 0px !important; margin-left: 0px !important; padding: 0px !important;" data-mce-style="font-family:"Nunito Sans", sans-serif;font-size:16px;font-style:normal;font-weight:400;color:rgb(73, 80, 87);margin:0px !important;padding:0px !important;text-align:justify;"><b style="color:#000000;background-color:transparent;" data-mce-style="color:#000000;background-color:transparent;">Basic Digital Literacy</b></p><p style="color: rgb(73, 80, 87); text-align: justify; margin-right: 0px !important; margin-bottom: 0px !important; margin-left: 0px !important; padding: 0px !important;" data-mce-style="font-family:"Nunito Sans", sans-serif;font-size:16px;font-style:normal;font-weight:400;color:rgb(73, 80, 87);margin:0px !important;padding:0px !important;text-align:justify;"><span style="color:#000000;background-color:transparent;" data-mce-style="color:#000000;background-color:transparent;">Familiarity with using a web browser, email, and basic navigation is helpful to complete the course smoothly.</span></p><p style="color: rgb(73, 80, 87); text-align: justify; margin-right: 0px !important; margin-bottom: 0px !important; margin-left: 0px !important; padding: 0px !important;" data-mce-style="font-family:"Nunito Sans", sans-serif;font-size:16px;font-style:normal;font-weight:400;color:rgb(73, 80, 87);margin:0px !important;padding:0px !important;text-align:justify;"><b style="color:#000000;background-color:transparent;" data-mce-style="color:#000000;background-color:transparent;">Up-to-Date Web Browser</b></p><p style="color: rgb(73, 80, 87); text-align: justify; margin-right: 0px !important; margin-bottom: 0px !important; margin-left: 0px !important; padding: 0px !important;" data-mce-style="font-family:"Nunito Sans", sans-serif;font-size:16px;font-style:normal;font-weight:400;color:rgb(73, 80, 87);margin:0px !important;padding:0px !important;text-align:justify;"><span style="color:#000000;background-color:transparent;" data-mce-style="color:#000000;background-color:transparent;">Ensure your device is running the latest version of Google Chrome, Firefox, Safari, or Microsoft Edge for full compatibility.</span></p><p style="color: rgb(73, 80, 87); text-align: justify; margin-right: 0px !important; margin-bottom: 0px !important; margin-left: 0px !important; padding: 0px !important;" data-mce-style="font-family:"Nunito Sans", sans-serif;font-size:16px;font-style:normal;font-weight:400;color:rgb(73, 80, 87);margin:0px !important;padding:0px !important;text-align:justify;"><b style="color:#000000;background-color:transparent;" data-mce-style="color:#000000;background-color:transparent;">A Willingness to Learn</b></p><p style="color: rgb(73, 80, 87); text-align: justify; margin-right: 0px !important; margin-bottom: 0px !important; margin-left: 0px !important; padding: 0px !important;" data-mce-style="font-family:"Nunito Sans", sans-serif;font-size:16px;font-style:normal;font-weight:400;color:rgb(73, 80, 87);margin:0px !important;padding:0px !important;text-align:justify;"><span style="color:#000000;background-color:transparent;" data-mce-style="color:#000000;background-color:transparent;">Self-motivation and commitment to personal development are key to completing the course successfully.</span></p><p style="color: rgb(73, 80, 87); margin-right: 0px !important; margin-bottom: 0px !important; margin-left: 0px !important; padding: 0px !important;" data-mce-style="font-family:"Nunito Sans", sans-serif;font-size:16px;font-style:normal;font-weight:400;color:rgb(73, 80, 87);margin:0px !important;padding:0px !important;"><br></p>

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

0 hours 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

0 hours 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 hours 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 hours 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 hours 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 hours 44 mins to complete
13 lessons

Linear and Logistic Regression

Linear Regression Intro

Gradient Descent

Linear Regression + Correlation Methods

Linear Regression Implemenation

Logistic Regression

0 hours 52 mins to complete
5 lessons

Feature Selecting and Engineering

Feature Engineering

0 hours 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 hours 14 mins to complete
7 lessons

Data Loading and Exploration

Exploratory Data Analysis

0 hours 14 mins to complete
1 lessons

Introduction to Machine Learning

Intro to Machine Learning

0 hours 27 mins to complete
1 lessons

Python Data Visualization

Data Visualization Overview

Different Data Visualization Libraries in Python

Python Data Visualization Implementation

0 hours 47 mins to complete
3 lessons

Pandas Data Analysis

Intro To Pandas

Intro To Pandas Continued

0 hours 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

0 hours 55 mins to complete
6 lessons

Probability and Hypothesis Testing

What Exactly is Probability?

Expected Values

Relative Frequency

Hypothesis Testing Overview

0 hours 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 hours 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 hours 10 mins to complete
6 lessons

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