Data Science 2022 - CPD Accredited

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?

1. Level 2 Microsoft Office Essentials
2. Microsoft Teams
3. Leadership & Management Diploma
4. Working from Home Essentials
5. Mental Health and Working from Home
6. Online Meeting Management
7. Effective Communication Skills
8. Time Management
9. Report Writing
10. 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 Types…..
• 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, Specificity…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 ….
• 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, Bagging….
• 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 …..
• 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 …..
• Feature Engineering and Text Preprocessing in Natural Language Processing
• NLP - Tokenization, Text Normalization, Vectorization, BoW….
• BoW, TF-IDF, Machine Learning, Training & Evaluation, Naive Bayes …
• Pipeline feature to assemble several steps for cross-validation…

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

Who is this course for?

Requirements

Career path

Certificates