861 Data Science courses

This Python Machine Learning online instructor led course is an excellent introduction to popular machine learning algorithms. -------------------------------------------------------------------------------- Python Machine Learning 2-day Course Prerequisites: Basic knowledge of Python coding is a pre-requisite. Who Should Attend? This course is an overview of machine learning and machine learning algorithms in Python SciKitLearn. Practical: * We cover the below listed algorithms, which is only a small collection of what is available. However, it will give you a good understanding, to plan your Machine Learning project * We create, experiment and run machine learning sample code to implement a short selected but representative list of available the algorithms.  Course Outline: Supervised Machine Learning: * Classification Algorithms: Naive Bayes, Decision Tree, Logistic Regression, K-Nearest Neighbors, Support Vector Machine * Regression Algorithms: Linear, Polynomial Unsupervised Machine Learning: * Clustering Algorithms: K-means clustering, Hierarchical Clustering * Dimension Reduction Algorithms: Principal Component Analysis Latent Dirichlet allocation (LDA) * Association Machine Learning Algorithms: Apriori, Euclat Other machine learning Algorithms: * Ensemble Methods ( Stacking, bagging, boosting ) Algorithms: Random Forest, Gradient Boosting * Reinforcement learning Algorithms: Q-Learning * Neural Networks and Deep Leaning Algorithms: Convolutional Network (CNN) Data Exploration and Preprocessing: * The first part of a Machine Learning project understands the data and the problem at hand. * Data cleaning, data transformation and data pre-processing are covered using Python functions to make data exploration and preprocessing relatively easy. What is included in this Python Machine Learning: * Python Machine Learning Certificate on completion   * Python Machine Learning notes * Practical Python Machine Learning exercises and code examples * After the course, 1 free, online session for questions or revision Python Machine Learning. * Max group size on this Python Machine Learning is 4. -------------------------------------------------------------------------------- REFUND POLICY No Refunds

This course will enable you to bring value to the business by putting data science concepts into practice. Data is crucial for understanding where the business is and where it's headed. Not only can data reveal insights, but it can also inform - by guiding decisions and influencing day-to-day operations.

This course will show you how to create a professional and attractive user interface (UI) in Django for data science using the Semantic UI framework.

Master Data Science and Machine Learning with Python to transform data-driven decisions in businesses.

***Don't Spend More; Spend Smart with This 14 in 1 Data Science Bundle*** Get Hard Copy + PDF Certificates + Transcript + Student ID Card + e-Learning App as a Gift - Enrol Data Science Bundle Now Tired of browsing and searching for the Data Science course you are looking for? Can't find the complete package that fulfils all your needs? Then don't worry, as you have just found the solution. Take a minute and look through this 14-in-1 extensive Data Science bundle that has everything you need to succeed in Data Science and other relevant fields! After surveying thousands of learners just like you and considering their valuable feedback, this all-in-one Data Science bundle has been designed by industry experts. We prioritised what learners were looking for in a complete package and developed this in-demand course that will enhance your Data Science skills and prepare you for the competitive job market. Furthermore, to help you showcase your expertise in Data Science, we have prepared a special gift of 1 hardcopy certificate and 1 PDF certificate for the title course completely free of cost. These certificates will enhance your credibility and encourage possible employers to pick you over the rest. This Data Science Bundle Consists of the following Premium courses: * Course 01: Data Analysis * Course 02: Data Science & Machine Learning with Python * Course 03: R Programming for Data Science * Course 04: Statistics & Probability for Data Science & Machine Learning * Course 05: Complete Google Analytics Course * Course 06: Excel Data Analysis for Beginner * Course 07: Introduction to Data Analysis * Course 08: Data Analysis in Excel Level 3 Course * Course 09: Google Data Studio: Data Analytics * Course 10: Data Center Training Essentials: General Introduction * Course 11: SQL Programming Masterclass * Course 12: Web Scraping and Mapping Dam Levels in Python and Leaflet Level 4 * Course 13: Learn to Use Python for Spatial Analysis in ArcGIS * Course 14: GDPR Data Protection Level 5 So enrol now in this Data science bundle to kick-start/ advance your career! Curriculum of Data Science Bundle Data Science with Python * Introduction to Python Data Science * Data Cleaning Packages * Data Visualization packages How will I get my Data Science Certificate? After successfully completing the Data Science course you will be able to order your CPD Accredited Certificates (PDF + Hard Copy) as proof of your achievement. * PDF Certificate: Free (For The Title Course) * Hard Copy Certificate: Free (For The Title Course) CPD 145 CPD hours / points Accredited by CPD Quality Standards WHO IS THIS COURSE FOR? Anyone from any background can enrol in this Data Science bundle including; * Administrator * & Data Analyst * Architect * Cabler * Manager * Centre Manager REQUIREMENTS Our Data sciencecourse is fully compatible with PC's, Mac's, laptops, tablets and Smartphone devices. CAREER PATH Having this Data science expertise will increase the value of your CV and open you up to multiple job sectors. Explore * Data Science * Administrator * Data Analyst * Architect * Cabler * Manager * Centre Manager CERTIFICATES CERTIFICATE OF COMPLETION Digital certificate - Included You will get the PDF Certificate for the title course (Data Science with Python) absolutely Free! CERTIFICATE OF COMPLETION Hard copy certificate - Included You will get the Hard Copy certificate for the title course (Data Science with Python) absolutely Free! Other Hard Copy certificates are available for £10 each. Please Note: The delivery charge inside the UK is £3.99, and the international students must pay a £9.99 shipping cost.

This video course gives you an insight into applied data science concepts using Python. With the help of interesting activities and hands-on coding exercises, you'll learn about data science, extended data analysis, linear and logistic regression, data visualization, k-means clustering, and decision trees.

The ability to identify and respond to changing trends is a hallmark of a successful business. Whether those trends are related to customers and sales, or to regulatory and industry standards, businesses are wise to keep track of the variables that can affect the bottom line. In today's business landscape, data comes from numerous sources and in diverse forms.

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 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

Give a compliment to your career and take it to the next level. This Data Science will provide you with the essential knowledge to shine in your professional career. Whether you want to develop skills for your next job or elevate your skills for your next promotion, this Data Sciencebundle will help you stay ahead of the pack. Throughout the Data Scienceprogramme, it stresses how to improve your competency as a person in your chosen field while also outlining essential career insights in the relevant job sector. Along with this Data Science course, you will get 10 premium courses, an originalHardcopy, 11 PDF Certificates (Main Course + Additional Courses) Student ID card as gifts. This Data Science Bundle Consists of the following Premium courses: * Course 01: Data Science with Python * Course 02: Data Science & Machine Learning with Python * Course 03: R Programming for Data Science * Course 04: Python for Data Analysis * Course 05: Machine Learning for Predictive Maps in Python and Leaflet * Course 06: Learn to Use Python for Spatial Analysis in ArcGIS * Course 07: Python Programming for Everybody * Course 08: Encryption * Course 09: GDPR Data Protection Level 5 * Course 10: Decision Making and Critical Thinking * Course 11: Time Management Enrol now in Data Science to advance your career, and use the premium study materials from Apex Learning. Certificate: * PDF Certificate: Free (Previously it was £6*11 = £66) * Hard Copy Certificate: Free (For The Title Course: Previously it was £10) The bundle incorporates basic to advanced level skills to shed some light on your way and boost your career. Hence, you can strengthen your Data Scienceexpertise and essential knowledge, which will assist you in reaching your goal. Curriculum: Course 01: R Programming for Data Science * Unit 01: Data Science Overview * Unit 02: R and RStudio * Unit 03: Introduction to Basics * Unit 04: Vectors * Unit 05: Matrices * Unit 06: Factors * Unit 07: Data Frames * Unit 08: Lists * Unit 09: Relational Operators * Unit 10: Logical Operators * Unit 11: Conditional Statements * Unit 12: Loops * Unit 13: Functions * Unit 14: R Packages * Unit 15: The Apply Family - lapply * Unit 16: The apply Family - sapply & vapply * Unit 17: Useful Functions * Unit 18: Regular Expressions * Unit 19: Dates and Times * Unit 20: Getting and Cleaning Data * Unit 21: Plotting Data in R * Unit 22: Data Manipulation with dplyr And much more... CPD 120 CPD hours / points Accredited by CPD Quality Standards WHO IS THIS COURSE FOR? Anyone from any background can enrol in this Data Science bundle. REQUIREMENTS This Data Science course has been designed to be fully compatible with tablets and smartphones. CAREER PATH Having this expertise will increase the value of your CV and open you up to multiple job sectors. CERTIFICATES CERTIFICATE OF COMPLETION Digital certificate - Included CERTIFICATE OF COMPLETION Hard copy certificate - Included You will get the Hard Copy certificate for the title course (R Programming for Data Science) absolutely Free! Other Hard Copy certificates are available for £10 each. Please Note: The delivery charge inside the UK is £3.99, and the international students must pay a £9.99 shipping cost.

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