Description

Boost Your Career with Apex Learning and Get Noticed By Recruiters in this Hiring Season! Get Hard Copy + PDF Certificates + Transcript + Student ID Card worth £160 as a Gift - Enrol Now

With a single payment you will gain access to Data Science Course Bundle 2022 including 10 Career development courses, original hardcopy certificate, transcript and a student ID card which will allow you to get discounts on things like music, food, travel and clothes etc.

The world is one big data bank, and data science is one of the most demanding professional sectors of the present era.

The analytical and programming-oriented field of data science has limited resources for candidates to learn and develop skills, which is why you need our highly advanced [course_title] course.With step-by-step interactive video content, our training will equip you with extensive knowledge and expertise in data science, including machine learning.

This bundle course offers an opportunity to foster your career opportunities with an expert-level understanding of data science and become skilful in this industry.

Take this course anywhere and at any time. Don't let your lifestyle limit your learning or your potential.

Data Science Course Bundle 2022 will provide you with the CPD certificate that you'll need to succeed.

Gain experience online and interact with experts. This can prove to be the perfect way to get noticed by a prospective employer and stand out from the crowd.

Data Science Course Bundle 2022 has been rated and reviewed highly by our learners and professionals alike. We have a passion for teaching, and it shows.

All of our courses have interactive online modules that allow studying to take place where and when you want it to.

The only thing you need to take Data Science Course Bundle 2022 is Wi-Fi and a screen. You'll never be late for class again.

Experienced tutors and mentors will be there for you whenever you need them, and solve all your queries through email and chat boxes.

Benefits you'll get choosing Apex Learning for this Course:

One payment, but lifetime access to 11 CPD courses

Certificates, student ID for the title course included in a one-time fee

Full tutor support available from Monday to Friday

Free up your time - don't waste time and money travelling for classes

Accessible, informative modules taught by expert instructors

Learn at your ease - anytime, from anywhere

Study the course from your computer, tablet or mobile device

CPD accredited course - improve the chance of gaining professional skills

Gain valuable knowledge without leaving your home

What other courses are included with this Course?

Level 2 Microsoft Office Essentials

Microsoft Teams

Leadership & Management Diploma

Working from Home Essentials

Mental Health and Working from Home

Online Meeting Management

Effective Communication Skills

Time Management

Report Writing

Emotional Intelligence and Human Behaviour

Curriculum

***Data Science Course Bundle 2022***

Welcome, Course Introduction & overview, and Environment set-up

Welcome & Course Overview

Set-up the Environment for the Course (lecture 1)

Set-up the Environment for the Course (lecture 2)

Two other options to setup environment

Python Essentials

Python data types Part 1

Python Data Types Part 2

Loops, List Comprehension, Functions, Lambda Expression, Map and Filter (Part 1)

Loops, List Comprehension, Functions, Lambda Expression, Map and Filter (Part 2)

Python Essentials Exercises Overview

Python Essentials Exercises Solutions

Python for Data Analysis using NumPy

What is Numpy? A brief introduction and installation instructions.

NumPy arrays, built-in methods, array methods and attributes.

Indexing, slicing, broadcasting & boolean masking

Arithmetic Operations & Universal Functions

Exercises Overview

Exercises Solutions

Python for Data Analysis using Pandas

What is pandas? A brief introduction and installation instructions.

Pandas Introduction

Pandas Data Structures - Series

Pandas Data Structures - DataFrame

Handling Missing Data

Data Wrangling - Combining, merging, joining

Groupby

Useful Methods and Operations

Project 1 (Overview) Customer Purchases Data

Project 1 (Solutions) Customer Purchases Data

Project 2 (Overview) Chicago Payroll Data

Project 2 (Solutions Part 1) Chicago Payroll Data

Python for Data Visualization using matplotlib

Matplotlib Essentials (Part 1) - Basic Plotting & Object Oriented Approach

Matplotlib Essentials (Part 2) - Basic Plotting & Object Oriented Approach

Matplotlib Essentials (Part 3) - Basic Plotting & Object Oriented Approach

Matplotlib Essentials - Exercises Overview

Matplotlib Essentials - Exercises Solutions

Python for Data Visualization using Seaborn

Introduction & Installation

Distribution Plots

Categorical Plots (Part 1)

Categorical Plots (Part 2)

Axis Grids

Matrix Plots

Regression Plots

Controlling Figure Aesthetics

Exercises Overview

Exercise Solutions

Python for Data Visualization using pandas

Pandas Built-in Data Visualization

Pandas Data Visualization Exercises Overview

Panda Data Visualization Exercises Solutions

Python for interactive & geographical plotting using Plotly and Cufflinks

Interactive & Geographical Plotting (Part 1)

Interactive & Geographical Plotting (Part 2)

Interactive & Geographical Plotting Exercises (Overview)

Interactive & Geographical Plotting Exercises (Solutions)

Capstone Project - Python for Data Analysis & Visualization

Project 1 - Oil vs Banks Stock Price during recession (Overview)

Project 1 - Oil vs Banks Stock Price during recession (Solutions Part 1)

Project 1 - Oil vs Banks Stock Price during recession (Solutions Part 2)

Project 1 - Oil vs Banks Stock Price during recession (Solutions Part 3)

Project 2 (Optional) - Emergency Calls from Montgomery County, PA (Overview)

Python for Machine Learning (ML) - scikit-learn - Linear Regression Model

Introduction to ML - What, Why and Typesâ¦..

Theory Lecture on Linear Regression Model, No Free Lunch, Bias Variance Tradeoff

Linear Regression Model - Hands-on (Part 1)

Linear Regression Model Hands-on (Part 2)

Good to know! How to save and load your trained Machine Learning Model!

Linear Regression Model (Insurance Data Project Overview)

Linear Regression Model (Insurance Data Project Solutions)

Python for Machine Learning - scikit-learn - Logistic Regression Model

Theory: Logistic Regression, conf. mat., TP, TN, Accuracy, Specificityâ¦etc.

Logistic Regression Model - Hands-on (Part 1)

Logistic Regression Model - Hands-on (Part 2)

Logistic Regression Model - Hands-on (Part 3)

Logistic Regression Model - Hands-on (Project Overview)

Logistic Regression Model - Hands-on (Project Solutions)

Python for Machine Learning - scikit-learn - K Nearest Neighbors

Theory: K Nearest Neighbors, Curse of dimensionality â¦.

K Nearest Neighbors - Hands-on

K Nearest Neighbors (Project Overview)

K Nearest Neighbors (Project Solutions)

Python for Machine Learning - scikit-learn - Decision Tree and Random Forests

Theory: D-Tree & Random Forests, splitting, Entropy, IG, Bootstrap, Baggingâ¦.

Decision Tree and Random Forests - Hands-on (Part 1)

Decision Tree and Random Forests (Project Overview)

Decision Tree and Random Forests (Project Solutions)

Python for Machine Learning - scikit-learn -Support Vector Machines (SVMs)

Support Vector Machines (SVMs) - (Theory Lecture)

Support Vector Machines - Hands-on (SVMs)

Support Vector Machines (Project 1 Overview)

Support Vector Machines (Project 1 Solutions)

Support Vector Machines (Optional Project 2 - Overview)

Python for Machine Learning - scikit-learn - K Means Clustering

Theory: K Means Clustering, Elbow method â¦..

K Means Clustering - Hands-on

K Means Clustering (Project Overview)

K Means Clustering (Project Solutions)

Python for Machine Learning - scikit-learn - Principal Component Analysis (PCA)

Theory: Principal Component Analysis (PCA)

Principal Component Analysis (PCA) - Hands-on

Principal Component Analysis (PCA) - (Project Overview)

Principal Component Analysis (PCA) - (Project Solutions)

Recommender Systems with Python - (Additional Topic)

Theory: Recommender Systems their Types and Importance

Python for Recommender Systems - Hands-on (Part 1)

Python for Recommender Systems - - Hands-on (Part 2)

Python for Natural Language Processing (NLP) - NLTK - (Additional Topic)

Natural Language Processing (NLP) - (Theory Lecture)

NLP-Challenges, Data Sources, Data Processing â¦..

Feature Engineering and Text Preprocessing in Natural Language Processing

NLP - Tokenization, Text Normalization, Vectorization, BoWâ¦.

BoW, TF-IDF, Machine Learning, Training & Evaluation, Naive Bayes â¦

Pipeline feature to assemble several steps for cross-validationâ¦

How will I get my Certificate?

After successfully completing the course you will be able to order your CPD Accredited Certificates (PDF + Hard Copy) as proof of your achievement.

PDF Certificate: Free (Previously it was £10 * 11 = £110)

Hard Copy Certificate: Free (For The Title Course)

If you want to get hardcopy certificates for other courses, generally you have to pay £20 for each. But this Fall, Apex Learning is offering a Flat 50% discount on hard copy certificates, and you can get each for just £10!

P.S. The delivery charge inside the U.K. is £3.99 and the international students have to pay £9.99.

CPD

20 CPD hours / points Accredited by CPD Quality Standards

Who is this course for?

There is no experience or previous qualifications required for enrolment on this Data Science Course Bundle 2022. It is available to all students, of all academic backgrounds.

Requirements

Our Data Science Course Bundle 2022 is fully compatible with PC's, Mac's, Laptop, Tablet and Smartphone devices. This course has been designed to be fully compatible on tablets and smartphones so you can access your course on wifi, 3G or 4G.

There is no time limit for completing this course, it can be studied in your own time at your own pace.

Career path

Having this CPD certificate will increase the value in your CV and open you up to multiple sectors such as Business & Management, Admin, Accountancy & Finance, Secretarial & PA, Teaching & Mentoring etc.

Certificates

Certificate of completion

Digital certificate - Included

Course Images

Data Science 2022 - CPD Accredited

By Apex Learning

Booking options

Highlights

Description

About The Provider

Tags

Reviews