Course Features
Price
Study Method
Online | Self-paced
Course Format
Reading Material - PDF, article
Duration
21 hours, 55 minutes
Qualification
No formal qualification
Certificate
At completion
Additional info
Coming soon
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Overview
Who is this course for?
Requirements
Career path
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- Introduction to Statistics 00:10:00
- Types of Statistical Analysis – Descriptive Statistics 00:10:00
- Types of Statistical Analysis – Inferential Statistics 00:10:00
- Relationship Between Statistics and Machine Learning 00:10:00
- Understanding Types of Data 00:10:00
- Resampling Techniques 00:10:00
- Measures of Central Tendency 00:10:00
- Measures of Dispersion – Range and Interquartile Range 00:10:00
- Measures of Dispersion – Variance and Standard Deviation 00:10:00
- Hands-On Exercise with Python 00:10:00
- Measures of Shape 00:10:00
- Measures of Position 00:10:00
- Standard Scores 00:10:00
- Descriptive Statistics Hands-On 00:10:00
- Problem Statement – Wine Reviews Dataset Analysis 00:10:00
- Solution for Project 1 00:10:00
- Project 2 – Customer Income Data Analysis 00:10:00
- Solution for Project 2 00:10:00
- Project 3 – US Arrests Dataset 00:10:00
- Solution for Project 3 00:10:00
- Solution for Big Mart Data Analysis 00:10:00
- Project 4 – BigMart Sales Data Analysis 00:10:00
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- Introduction to EDA 00:10:00
- Types of Data Analysis 00:10:00
- Univariate Non-Graphical EDA – Outlier Analysis 00:10:00
- Univariate Graphical EDA – Hands-On 00:10:00
- Multivariate Non-Graphical EDA 00:10:00
- Multivariate Graphical EDA 00:10:00
- Steps in EDA 00:10:00
- Summary of Graphical EDA Techniques 00:10:00
- Hands-On EDA on Titanic Dataset 00:10:00
- Project 5 – Crimes in Boston City 00:10:00
- Project 5 – Solution 00:10:00
- Project 6 – PUBG Game Analysis 00:10:00
- Project 6 – Solution 00:10:00
- Project 7 – FIFA Game Analysis 00:10:00
- Project 7 – Solution 00:10:00
- Project 8 – Covid-19 Data Analysis 00:10:00
- Project 8 – Solution 00:10:00
- Introduction to Probability 00:10:00
- Key Terminology of Probability 00:10:00
- Rules of Probability 00:10:00
- Marginal and Joint Probability 00:10:00
- Disjoint and Non-Disjoint Events 00:10:00
- Independent and Dependent Events 00:10:00
- Product Rule for Dependent and Independent Events 00:10:00
- Practical Task with Manifold Bank to Compute Probability 00:10:00
- Bayes Theorem 00:10:00
- Bayes Theorem in Data Science 00:10:00
- Hands-On Bayes Algorithm in Python 00:10:00
- Random Variables 00:10:00
- Various Distribution Functions 00:10:00
- Central Limit Theorem and Hands-On 00:10:00
- Applications of Probability Distributions 00:10:00
- Hands-On: Transforming Data to Get Normal Distribution Curve 00:10:00
- Example Problems for Probability 00:10:00
- Project 9 – Cars Dataset Solution 00:10:00
- Hands-On Bayes Theorem 00:10:00
- Project 10 – Hands-On Normal Distribution and CDF 00:10:00
- Hands-On – Generate Discrete & Continuous Random Numbers 00:10:00
- Introduction to Regression: What, Why, and Types of Problems 00:10:00
- Assumptions of Linear Regression 00:10:00
- Intuition of Linear Regression 00:10:00
- Linear Regression with Normal Equation 00:10:00
- Apply Linear Regression Using Scikit-Learn – Hands-On 00:10:00
- Checking Assumptions of Linear Regression – Hands-On 00:10:00
- How Good Is Your Fit? 00:10:00
- Minimization of Error and Gradient Descent 00:10:00
- Gradient Descent Hands-On Part 1 00:10:00
- Gradient Descent Hands-On Part 2 00:10:00
- Project 14 – Implementation of Linear Regression Using StatsModels 00:10:00
- Project 14 – Solution 00:10:00
- Project 15 – Salary Prediction Problem Statement 00:10:00
- Project 15 – Solution 00:10:00
- Project 16 – House Price Prediction Dataset 00:10:00
- Project 16 – Solution 00:10:00
- Project 17 – Medical Cost Prediction 00:10:00
- Project 17 – Solution 00:10:00
- Project 18 – Company Profit Prediction 00:10:00
- Project 18 – Solution 00:10:00
- Resampling Techniques 00:10:00
- Cross-Validation Techniques – Hands-On 00:10:00
- Project 23 – Flight Price Prediction 00:10:00
- Project 23 – Solution 00:10:00
- Project 24 – Concrete Compressive Strength 00:10:00
- Project 24 – Solution 00:10:00
- Project 25 – US Baseball Salary Prediction 00:10:00
- Project 25 – Solution 00:10:00
- Premium Certificate 00:15:00
Is this certificate recognized?
Yes, our premium certificate and transcript are widely recognized and accepted by embassies worldwide, particularly by the UK embassy. This adds credibility to your qualification and enhances its value for professional and academic purposes.
I am a beginner. Is this course suitable for me?
Yes, this course is designed for learners of all levels, including beginners. The content is structured to provide step-by-step guidance, ensuring that even those with no prior experience can follow along and gain valuable knowledge.
I am a professional. Is this course suitable for me?
Yes, professionals will also benefit from this course. It covers advanced concepts, practical applications, and industry insights that can help enhance existing skills and knowledge. Whether you are looking to refine your expertise or expand your qualifications, this course provides valuable learning.
Does this course have an expiry date?
No, you have lifetime access to the course. Once enrolled, you can revisit the materials at any time as long as the course remains available. Additionally, we regularly update our content to ensure it stays relevant and up to date.
How do I claim my free certificate?
I trust you’re in good health. Your free certificate can be located in the Achievement section. The option to purchase a CPD certificate is available but entirely optional, and you may choose to skip it. Please be aware that it’s crucial to click the “Complete” button to ensure the certificate is generated, as this process is entirely automated.
Does this course have assessments and assignments?
Yes, the course includes both assessments and assignments. Your final marks will be determined by a combination of 20% from assignments and 80% from assessments. These evaluations are designed to test your understanding and ensure you have grasped the key concepts effectively.
Is this course accredited?
We are a recognized course provider with CPD, UKRLP, and AOHT membership. The logos of these accreditation bodies will be featured on your premium certificate and transcript, ensuring credibility and professional recognition.
Will I receive a certificate upon completion?
Yes, you will receive a free digital certificate automatically once you complete the course. If you would like a premium CPD-accredited certificate, either in digital or physical format, you can upgrade for a small fee.
Course Features
Price
Study Method
Online | Self-paced
Course Format
Reading Material - PDF, article
Duration
21 hours, 55 minutes
Qualification
No formal qualification
Certificate
At completion
Additional info
Coming soon
- Share
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