Machine Learning for Absolute Beginners – Level 2
Course
Online
Description
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Type
Course
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Methodology
Online
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Class hours
3h
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Duration
1 Year
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Start date
Different dates available
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Online campus
Yes
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Delivery of study materials
Yes
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Support service
Yes
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Virtual classes
Yes
Our Machine Learning for Absolute Beginners – Level 2 course is devised to direct learners on the use of python and pandas library for data science projects on machine learning. Python is one of the most widely used programming language and the most popular programming language for machine learning.
Pandas is a software library written for the Python programming used for data structures and operations for manipulating numerical tables and time series. The course will instruct learners with the theoretical and practical knowledge of applying these programs for data processing works to give a usable and desired form with the help of machine learning.
Applications and websites are using machine learning to recommend users better and convenient products. The scope of machine learning can be used in a huge array of fields ranging from data science, finance, medical research and lots more. As more and more companies are adopting such techniques Machine language skills are likely to create a lot of jobs in the future.
Facilities
Location
Start date
Start date
About this course
Highlights of Machine Learning for Absolute Beginners – Level 2 Course
Learn how Python syntax is used for developing data science projects
Configure and use JupyterLab tool for Jupiter notebooks
Familiarize with the method of Loading large datasets from files using Pandas
Discover procedure of Loading and Analysing Tabular Datasets
Find out how to perform data analysis and exploration
Perform data cleaning and transformation as a pre-processing step before moving into machine learning algorithms
All you need is a passion for learning, a good understanding of the English language, numeracy and IT, and be over the age of 16 to join this course.
Upon successful completion, you will qualify for the UK and internationally-recognised professional qualification and you can choose to make your achievement formal by obtaining your PDF Certificate at a cost of £9 and Hardcopy Certificate for £15.
Why study this course
Machine Learning for Absolute Beginners – Level 2 Course is open to all, with no formal entry requirements. Completing this course will open up job opportunities in IT, data science, research analysis, finance, software and app development and so on.
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Subjects
- Installation
- Programming
- Python
- Strings
- Data Types
- Data science
- Notebook
- Anaconda Installation
- JupyterLab Overview
- Jupyter Notebook
Course programme
- Welcome
- Anaconda Installation
- JupyterLab Overview
- Working with a Jupyter Notebook
- Overview
- Variables and Data Types
- Strings
- Lists
- IF and For-Loop Statements
- Functions
- Dictionaries
- Classes, Objects, Attributes, and Methods
- Importing Modules
- Libraries for Data Science Projects
- Exercise #1 – Python Fundamentals
- Overview
- Series Data Structure (1D)
- DataFrame Data Structure (2D)
- Data Selection in a DataFrame
- Exercise #2 – Pandas Series and DataFrame
- Overview
- Kaggle and the Titanic Dataset
- Loading a Tabular Data File
- Adjusting the Loading Parameters
- Using Summary Statistics
- The Concept of Methods Chaining
- Sorting and Ranking
- Filtering
- Grouping
- Exercise #3 – Data Loading and Analysis
- Overview
- Removing Columns or Rows
- Removing Duplicate Rows
- Renaming Column Labels
- Dropping Missing Values
- Filling-in Missing Values
- Creating Dummy Variables
- Exporting Data into Files
- Exercise #4 – Data Cleaning and Transformation
- let’s recap
Machine Learning for Absolute Beginners – Level 2