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Get Hard Copy + PDF Certificates + Transcript + Student ID Card worth £160 as a Gift - Enrol Now Enrich your knowledge of the history of Criminal Law and improve your career prospects in legal and investigative works. This Criminology and Psychology course is a comprehensive collection of legal topics and the associated social sciences, enabling an acute understanding of Criminal behaviour as a whole. By combining aspects of Criminal case studies and the Justice System, you will achieve a full and complete education of the cause and effects of illegal behaviour. This Criminology and Psychology can provide a considerable advantage for a career heading towards Law, Police, or Civil Service work. Along with legal classifications, you will develop ways to identify and predict Criminal acts. Along with this Criminology and Psychology course, you will get 10 premium courses, original hardcopy certificate, a transcript and a student ID card for Free. Take this Criminology course anywhere and at any time. Don't let your lifestyle limit your learning or your potential. This Criminology and Psychology Bundle Consists of the following Premium courses: Course 01: Criminology and Profiling Level 4 Course 02: Criminology Law and Psychology Course 03: Criminal Intelligence Training Course 04: Forensic Scientist & Crime Investigator Level 3 Course 05: Witness Investigation Course 06: Paralegal Course 07: Security Management Advanced Diploma Course 08: Computer Hacking Forensic Investigator Course 09: Emotional Intelligence and Human Behaviour Course 10: Anti Money Laundering Specialist Diploma Course 11: Decision Making and Critical Thinking Enrol now in Criminology and Psychology to advance your career, and use the premium study materials from Apex Learning. The curriculum of Criminology and Psychology: Course 01: Criminology and Psychology This Criminology and Psychology course curriculum has been designed by experts with years of experience behind them. This course is extremely dynamic and well-paced to help you understand with ease. You'll discover how to master Criminology and Profiling skills while exploring relevant and essential topics like: Introduction Classification of Crime Violent Crimes The Crime Scene Dealing with Crime Understanding Criminal Psychology Forensic Science Phases of Profiling Criminal Profiling: Science, Logic and Metacognition Offender Profiling: Pragmatic Solution and Behavioural Investigative Advice Victimology The Criminal Justice System in England and Wales How will I get my Certificate? After successfully completing the Criminology and Psychology 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 £6*11 = £66) Hard Copy Certificate: Free (For The Title Course: Previously it was £10) CPD 115 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Criminology and Psychology Anyone from any background can enrol on Criminology and Psychology in this bundle. ** Completing this course does not imply that you are qualified to work as a Psychologist. If you are seeking a course that fits the HCPC's standards, please contact the HCPC or the RCSLT ** Requirements Criminology and Psychology This Criminology and Psychology course has been designed to be fully compatible with tablets and smartphones. Career path Criminology and Psychology 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 (Criminology and Profiling Level 4) 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.

Recent statistics indicate a soaring demand for proficiency in Microsoft Power BI & Microsoft Excel, reflecting these tools' indispensable role in modern data analytics and business intelligence. With the digital landscape evolving rapidly, organisations seek adept professionals capable of harnessing the power of data for strategic decision-making. Our comprehensive Microsoft Power BI & Microsoft Excel QLS Endorsed Diploma bundle, comprising a range of QLS endorsed and CPD QS accredited courses, is meticulously designed to equip learners with advanced skills in Microsoft Power BI & Microsoft Excel, alongside essential competencies in big data analytics and career development. In today's data-driven world, proficiency in Microsoft Power BI & Microsoft Excel is not merely advantageous but imperative. As businesses strive to extract actionable insights from vast datasets, the demand for skilled professionals proficient in these tools continues to surge. Our Microsoft Power BI & Microsoft Excel bundle offers a holistic approach, combining technical expertise with personal development modules, ensuring learners emerge as well-rounded professionals equipped to thrive in the competitive landscape of data analytics and business intelligence. Bundle Includes: QLS Endorsed Courses: Course 01: Advanced Diploma in Microsoft Power BI at QLS Level 7 Course 02: Advanced Diploma in Microsoft Excel Complete Course 2019 at QLS Level 7 CPD QS Accredited Courses: Course 03: Big Data Analytics with PySpark Power BI and MongoDB Course 04: Big Data Analytics with PySpark Tableau Desktop and MongoDB Course 05: Develop Big Data Pipelines with R, Sparklyr & Power BI Course 06: Microsoft Office 365 Automation Course Course 07: Microsoft Outlook - 25 Must-Know Tips and Tricks Course 08: Microsoft Access - 25 Must-Know Tips and Tricks Course 09: Microsoft Excel - 25 Must-Know Formulas and Functions Course 10: Data Analysis and Forecasting in Excel Take your career to the next level with our Microsoft Power BI & Microsoft Excel bundle that includes technical courses and five guided courses focused on personal development and career growth. Course 11: Career Development Plan Fundamentals Course 12: CV Writing and Job Searching Course 13: Networking Skills for Personal Success Course 14: Ace Your Presentations: Public Speaking Masterclass Course 15: Decision-Making and Critical Thinking Seize this opportunity to elevate your career with our comprehensive Microsoft Power BI & Microsoft Excel bundle, endorsed by the prestigious QLS and accredited by CPD.Microsoft Power BI & Microsoft Excel QLS Endorsed Diploma. Learning Outcomes: Upon completion of this Microsoft Power BI & Microsoft Excel bundle course, participants will: Master advanced techniques in Microsoft Power BI & Microsoft Excel, enabling proficient data analysis and visualization. Develop expertise in big data analytics, leveraging tools like PySpark, Tableau Desktop, and MongoDB for enhanced data processing and interpretation. Acquire essential automation skills through the Microsoft Office 365 Automation Course, streamlining workflow processes and increasing productivity. Enhance communication and presentation abilities through networking, public speaking, and decision-making courses. Gain insights into effective career development strategies, including CV writing, job searching, and professional networking. Apply critical thinking skills to evaluate complex data sets and make informed business decisions. Embark on a transformative journey of skill enhancement with our comprehensive Microsoft Power BI & Microsoft Excel course bundle focusing on Microsoft Power BI & Microsoft Excel. Delve into advanced techniques and methodologies essential for proficient data analysis and visualization. Through a series of meticulously crafted modules, participants will master the intricacies of Power BI, enabling them to transform raw data into actionable insights. From creating interactive dashboards to conducting in-depth data analysis, learners will acquire the proficiency needed to navigate the complexities of modern data analytics with confidence and precision. In addition to honing technical expertise, participants will explore the realm of big data analytics, leveraging powerful tools such as PySpark, Tableau Desktop, and MongoDB. Dive deep into the world of data processing and interpretation, equipping yourself with the skills necessary to tackle large-scale datasets effectively. Through hands-on learning experiences and engaging course content of Microsoft Power BI & Microsoft Excel, individuals will emerge equipped to tackle real-world challenges in data analytics, poised to make meaningful contributions to their organizations' success. CPD 150 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This Microsoft Power BI & Microsoft Excel course is ideal for: Professionals seeking to enhance their proficiency in Microsoft Power BI & Microsoft Excel. Individuals aspiring to pursue careers in data analytics and business intelligence. Students and recent graduates looking to bolster their skill set for employment opportunities. Entrepreneurs aiming to leverage data-driven insights for business growth. Professionals seeking to advance their career prospects through enhanced communication and presentation skills. Individuals keen on developing a strategic approach to career development and networking. Requirements You are warmly invited to register for this bundle. Please be aware that no formal entry requirements or qualifications are necessary. This curriculum has been crafted to be open to everyone, regardless of previous experience or educational attainment. Career path Upon completion of this Microsoft Power BI & Microsoft Excel bundle course, participants can pursue diverse career paths, including: Data Analyst Business Intelligence Analyst Data Scientist Financial Analyst Business Consultant Project Manager IT Manager Certificates 13 CPD Quality Standard Certificates Digital certificate - Included 2 QLS Endorsed Certificates Hard copy certificate - Included

Level 3 QLS Endorsed Course | Endorsed Certificate Included | Plus 5 Career Guided Courses | CPD Accredited

Explore the diverse realm of Big Data Analytics, delving into data mining, machine learning, and natural language processing. Uncover the ethical and legal dimensions, and gain practical insights through real-world case studies. Discover types of Big Data analytics, delve into the data mining process, and apply machine learning techniques. Learn about natural language processing principles, assess the impact across industries, and navigate ethical considerations. After the successful completion of this course, you will be able to: Identify the types of Big Data analytics, such as descriptive, predictive, and prescriptive analytics. Understand the data mining process and its role in Big Data analytics. Apply machine learning techniques like classification, regression, and clustering to analyse Big Data. Describe the principles and applications of natural language processing in Big Data analytics. Recognize the benefits and limitations of Big Data analytics in different industries, such as healthcare, finance, and marketing. Evaluate the accuracy and reliability of Big Data analytics results. Understand Big Data analytics's ethical and legal considerations, such as data privacy and intellectual property rights. Analyze case studies and examples of successful implementation of Big Data analytics in different industries, such as predicting customer churn, fraud detection, and personalized medicine. Immerse yourself in Big Data Analytics, mastering techniques to extract valuable insights. From predictive modelling to ethical considerations, this course empowers you with the skills to excel in a data-driven landscape, with applications ranging from healthcare to finance. VIDEO - Course Structure and Assessment Guidelines Watch this video to gain further insight. Navigating the MSBM Study Portal Watch this video to gain further insight. Interacting with Lectures/Learning Components Watch this video to gain further insight. Big Data Analytics, Techniques and Models Self-paced pre-recorded learning content on this topic. Big Data Analytics Put your knowledge to the test with this quiz. Read each question carefully and choose the response that you feel is correct. All MSBM courses are accredited by the relevant partners and awarding bodies. Please refer to MSBM accreditation in about us for more details. There are no strict entry requirements for this course. Work experience will be an added advantage to understanding the content of the course. The certificate is designed to enhance the learner's knowledge in the field. This certificate is for everyone who is eager to know more and get updated on current ideas in their respective field. We recommend this certificate for the following audience. Big Data Analyst Data Scientist Machine Learning Engineer Business Intelligence Analyst Predictive Analytics Expert Information Architect Data Engineer AI Solutions Architect Average Completion Time 2 Weeks Accreditation 3 CPD Hours Level Advanced Start Time Anytime 100% Online Study online with ease. Unlimited Access 24/7 unlimited access with pre-recorded lectures. Low Fees Our fees are low and easy to pay online.

Help the pet animals by realising their psychological needs. Learn about multiple aspects related to animal behaviour. Explore Animal Psychology, Evolution and Ecosystem.

24 Hours Left! Don't Let Year-End Deals Slip Away - Enrol Now! Boost Your Career By Enrolling In This Biochemistry Bundle To Overcome Your Challenges! Get a Free 1 QLS Endorsed Certificate Course with 10 Additional CPDQS Accredited Bundle Courses In A Single Payment. If you wish to gain a solid and compact knowledge of Biochemistry and boost your career, then take a step in the right direction with this industry-standard, comprehensive Biochemistry bundle of courses, which are well organised. This Biochemistry bundle package includes 1 Premium, The Quality Licence Scheme-endorsed course, 10 additional CPDQS Accredited Certificate courses, with expert assistance, and a FREE courses assessment included. Learn a range of in-demand technical skills to help you progress in your career with 12 months of unlimited access to this bundle of courses. If you enrol in this Biochemistry package, you will not be charged any extra fees. This Biochemistry Bundle Package includes: Course 01: Diploma in Biochemistry at QLS Level 4 10 Additional CPDQS Accredited Premium Courses - Course 01: Biotechnology Course 02: Biomedical Science Course 03: Genetics Course 04: Diploma in Microbiology Course 05: Basic Biology Course 06: Diploma in Basic Chemistry Level 3 Course 07: Lab Analyst Training Course 08: Radiography Course 09: COSHH Course 10: Infection Control Level 2 The course materials for Biochemistry are designed by experts. With this Biochemistry bundle package, which enables you to monetize your expertise, success becomes much simpler. Master the abilities, equip yourself with the appropriate qualities, and explore your job options in Biochemistry relevant industries. Your personal development is aided by this premium Biochemistry package, which has been approved by the Quality Licence Scheme and CPD accreditation. You'll have the freedom to practice at your own pace. Why Prefer This Biochemistry Bundle? You will receive a completely free certificate from the Quality Licence Scheme Option to purchase 10 additional certificates accredited by CPD Get a free Student ID Card - (£10 postal charges will be applicable for international delivery) Free assessments and immediate success results 24/7 Tutor Support Take a step toward a brighter future! with our QLS Endorsed Biochemistry Bundle. Here is the curriculum breakdown of the main QLS Course of this Biochemistry bundle: Course 01: Diploma in Biochemistry at QLS Level 4 Introduction Introduction to Cells Organic Chemistry Biomolecules Protein Biomolecules of Nucleic Acids Genetics Metabolism Assessment Process? You have to complete the assignment questions given at the end of the course and score a minimum of 60% to pass each exam. Our expert trainers will assess your assignment and give you feedback after you submit the assignment. You will be entitled to claim a certificate endorsed by the Quality Licence Scheme after you have completed all of the Diploma in Biochemistry at QLS Level 4 exams. CPD 220 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This Biochemistry bundle is perfect for highly motivated people who want to improve their technical skills and prepare for the career they want! Requirements No prior background or expertise is required for this Biochemistry bundle. Career path The bundle aims to help you get the job or even the long-awaited promotion of your dreams. Enrolling on this Bundle can lead you to the following career paths: Biochemist Biochemistry Analyst/ Technical Specialist Biomedical Scientist Associate Practitioner And many more! Certificates Diploma in Biochemistry at QLS Level 4 Hard copy certificate - Included Show off Your New Skills with a Certification of Completion After successfully completing the Diploma in Biochemistry at QLS Level 4, you can order an original hardcopy certificate of achievement endorsed by the Quality Licence Scheme. The certificate will be home-delivered, with completely free of charge in this package. To Additional the Quality Licence Scheme Endorsed Certificate, you have to pay the price based on the level of these courses: Level 1 - £59 Level 2 - £79 Level 3 - £89 Level 4 - £99 Level 5 - £119 Level 6 - £129 Level 7 - £139 Certificate Accredited by CPDQS Upon finishing the Biochemistry bundle, you will need to order to receive a certificate accredited by CPDQS that is recognised all over the UK and also internationally. The pricing schemes are - Printed Hardcopy Certificate £29 inside the UK. £39 outside the UK (International Delivery). Certificate Accredited by CPDQS Digital certificate - £10 Upon passing the Biochemistry Bundle, you need to order to receive a Digital Certificate for each of the courses inside this bundle as proof of your new skills that are accredited by CPD QS.

Are you ready to dive deep into the world of data analytics? Look no further than our Data Analytics with Tableau bundle, featuring 11 comprehensive courses that will give you the skills and knowledge needed to succeed in the world of data analysis. Begin with the QLS-endorsed Advanced Diploma in Data Analytics with Tableau at QLS Level 6, and receive a free hardcopy certificate upon completion. This prestigious certification will set you apart from your peers. Continue your learning journey with ten additional courses, all CPD-QS accredited, covering everything from SQL Masterclass to GDPR compliance. Our courses are designed to provide a theoretical understanding of data analytics that will serve as a strong foundation for your future career in the field. Whether you're just starting out in data analytics or are a seasoned professional looking to expand your knowledge, our Data Analytics with Tableau bundle is the perfect choice for you. Enrol now and take the first step towards a brighter future in the exciting world of data analytics. This Data Analytics with Tableau Bundle Package includes: Course 01: Advanced Diploma in Data Analytics with Tableau at QLS Level 6 10 Premium Additional CPD QS Accredited Courses - Course 01: Data Analysis Course 02: SQL Masterclass: SQL For Data Analytics Course 03: Data Science & Machine Learning with R Training Course 04: Google Data Studio Course 05: Excel Data Analysis Course 06: Microsoft Excel: Automated Dashboard Using Advanced Formula, VBA, Power Query Course 07: Business Intelligence and Data Mining Diploma Course 08: Business Data Analysis Course 09: Statistical Analysis Course 10: GDPR Why Prefer This Data Analytics with Tableau Bundle? You will receive a completely free certificate from the Quality Licence Scheme Option to purchase 10 additional certificates accredited by CPD Get a free Student ID Card - (£10 postal charges will be applicable for international delivery) Free assessments and immediate success results 24/7 Tutor Support After taking this Data Analytics with Tableau bundle courses, you will be able to learn: Gain a thorough understanding of data analytics concepts and tools. Master Tableau and Excel for data analysis and visualisation. Learn how to work with SQL and relational databases for data management. Develop skills in data science and machine learning using R. Understand the principles of business intelligence and data mining. Gain knowledge of statistical analysis and interpretation of results. Acquire a comprehensive understanding of GDPR compliance and regulations. ***Curriculum breakdown of Data Analytics with Tableau*** Module 01: Introduction to the Course Module 02: Project 1: Discount Mart (Sales and Profit Analytics) Module 03: Project 2: Green Destinations (HR Analytics) Module 04: Project 3: Superstore (Sales Agent Tracker) Module 05: Northwind Trade (Shipping Analytics) Module 06: Project 5: Tesla (Stock Price Analytics) Module 07: Bonus: Introduction to Database Concepts Module 08: Tableau Stories How is the Data Analytics with TableauBundle Assessment Process? You have to complete the assignment questions given at the end of the course and score a minimum of 60% to pass each exam. Our expert trainers will assess your assignment and give you feedback after you submit the assignment. You will be entitled to claim a certificate endorsed by the Quality Licence Scheme after you successfully pass the exams. CPD 250 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Individuals interested in pursuing a career in data analytics. Professionals seeking to enhance their data analysis skills. Business analysts, data scientists, and statisticians. Anyone looking to gain a theoretical foundation in data analytics. Career path Data Analyst: £20k-£48k per year Business Intelligence Analyst: £24k-£60k per year Data Scientist: £33k-£75k per year Business Analyst: £24k-£50k per year Data Engineer: £28k-£80k per year Statistician: £25k-£45k per year Note: Salary ranges are subject to change depending on location, experience, and industry. Certificates Advanced Diploma in Data Analytics with Tableau at QLS Level 6 Hard copy certificate - Included After successfully completing the course, you can order an original hardcopy Certificate of Achievement endorsed by the Quality Licence Scheme. This certificate will be delivered to your home, free of charge. To obtain the additional Quality License Scheme Endorsed Certificate, you will need to pay the corresponding fee based on the level of the courses: Level 1: £59 Level 2: £79 Level 3: £89 Level 4: £99 Level 5: £119 Level 6: £129 Level 7: £139 CPD QS Accredited Certificate Digital certificate - £10 Upon successfully completing the Bundle, you will need to place an order to receive a PDF Certificate for each course within the bundle. These certificates serve as proof of your newly acquired skills, accredited by CPD QS and will cost you £10 for each course. Also, the certificates are recognised throughout the UK and internationally. CPD QS Accredited Certificate Hard copy certificate - £29 International students are subject to a £10 delivery fee for their orders, based on their location.

24 Hours Left! Don't Let Year-End Deals Slip Away - Enrol Now! Boost Your Career By Enrolling In This Animal Science Bundle To Overcome Your Challenges! Receive 10 CPD Accredited additional bundle courses for free when you purchase 1 QLS-Endorsed certificate course. If you wish to gain a solid and compact knowledge of Animal Science and boost your career, then take a step in the right direction with this industry-standard, comprehensive Animal Science bundle of courses, which are well organised. This Animal Science package includes 1 Premium The Quality Licence Scheme-endorsed course with 10 additional CPD Accredited courses, with expert assistance, and a FREE courses assessment included. Learn a range of in-demand technical skills to help you progress in your career with 12 months of unlimited access to this Animal Science bundle. This Animal Science Bundle Package includes: Course 01: Diploma in Animal Science at QLS Level 5 10 Premium Additional CPD Accredited Courses - Course 01: Zoology Course 02: Animal Psychology Course Course 03: Wildlife Rescue and Rehabilitation Course Course 04: Animal Care Course Course 05: Equine Psychology Course 06: Veterinary Physiotherapy and Exercise Physiology Course 07: Canine Communication Course Course 08: Pet First Aid Course 09: Dog Walking & Pet Sitting Course 10: Infection Prevention and Immunisation The course materials for Animal Science are designed by experts. With this Animal Science bundle package, which enables you to monetize your expertise, success becomes much simpler. Master the abilities, equip yourself with the appropriate qualities, and explore your job options in Animal Science relevant industries. Your personal development is aided by this premium Animal Science package, which has been approved by the Quality Licence Scheme and CPD accreditation. You'll have the freedom to practice at your own pace. Why Prefer This Animal Science Bundle? You will receive a completely free certificate from the Quality Licence Scheme Option to purchase 10 additional certificates accredited by CPD Get a free Student ID Card - (£10 postal charges will be applicable for international delivery) Free assessments and immediate success results 24/7 Tutor Support Take a step toward a brighter future! Here is the curriculum breakdown of the main QLS Course of this Animal Science bundle: Course 01: Diploma in Animal Science at QLS Level 5 Principles of Animal Science Animal Anatomy and Physiology Cell Biology Biochemistry Animal Microbiology Genetics and Evolution Animal Nutrition Animal Disease and Medicine Animal Behavioural Ecology Pet Care Wildlife Management Animal Welfare Assessment Process? After completing an online module from the bundle, you will be given immediate access to a specially designed MCQ test. The results will be immediately analysed, & the score will be shown for your review. The passing score for each test will be set at 60%. You will be entitled to claim a certificate endorsed by the Quality Licence Scheme after you have completed all of the Diploma in Animal Science at QLS Level 5 exams. CPD 250 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This Animal Science bundle is perfect for highly motivated people who want to improve their technical skills and prepare for the career they want! Requirements No prior background or expertise is required for this Animal Science bundle. Career path Studying the Animal Science bundle is intended to assist you in obtaining the job of your dreams, or even the long-awaited promotion. Enroling on this course can lead you to the following career paths: Health And Welfare Officer Ethicist Nutritionist Biosecurity Researcher Ecologist Environmental Policymaker Geneticist Veteran Scientist And many more! Certificates Diploma in Animal Science at QLS Level 5 Hard copy certificate - Included Show off Your New Skills with a Certificate of Completion After successfully completing the Diploma in Animal Science at QLS Level 5, you can order an original hardcopy certificate of achievement endorsed by the Quality Licence Scheme. The certificate will be home-delivered, completely free of charge. To Additional the Quality Licence Scheme Endorsed Certificate, you have to pay the price based on the level of these courses: Level 1 - £59 Level 2 - £79 Level 3 - £89 Level 4 - £99 Level 5 - £119 Level 6 - £129 Level 7 - £139 Certificate Accredited by CPDQS Upon finishing the Animal Science bundle, you will need to order to receive a certificate accredited by CPDQS that is recognised all over the UK and also internationally. The pricing schemes are - Printed Hardcopy Certificate £29 inside the UK. £39 outside the UK (International Delivery). CPDQS Accredited Certificate Digital certificate - £10 Upon passing the Animal Science Bundle, you need to order to receive a Digital Certificate for each of the courses inside this bundle as proof of your new skills that are accredited by CPDQ.

QLS Endorsed + CPD QS Accredited - Dual Certification | Instant Access | 24/7 Tutor Support | All-Inclusive Cost

Duration 2 Days 12 CPD hours This course is intended for Audience: Data Scientists, Software Developers, IT Architects, and Technical Managers. Participants should have the general knowledge of statistics and programming Also familiar with Python Overview ? NumPy, pandas, Matplotlib, scikit-learn ? Python REPLs ? Jupyter Notebooks ? Data analytics life-cycle phases ? Data repairing and normalizing ? Data aggregation and grouping ? Data visualization ? Data science algorithms for supervised and unsupervised machine learning Covers theoretical and technical aspects of using Python in Applied Data Science projects and Data Logistics use cases. Python for Data Science ? Using Modules ? Listing Methods in a Module ? Creating Your Own Modules ? List Comprehension ? Dictionary Comprehension ? String Comprehension ? Python 2 vs Python 3 ? Sets (Python 3+) ? Python Idioms ? Python Data Science ?Ecosystem? ? NumPy ? NumPy Arrays ? NumPy Idioms ? pandas ? Data Wrangling with pandas' DataFrame ? SciPy ? Scikit-learn ? SciPy or scikit-learn? ? Matplotlib ? Python vs R ? Python on Apache Spark ? Python Dev Tools and REPLs ? Anaconda ? IPython ? Visual Studio Code ? Jupyter ? Jupyter Basic Commands ? Summary Applied Data Science ? What is Data Science? ? Data Science Ecosystem ? Data Mining vs. Data Science ? Business Analytics vs. Data Science ? Data Science, Machine Learning, AI? ? Who is a Data Scientist? ? Data Science Skill Sets Venn Diagram ? Data Scientists at Work ? Examples of Data Science Projects ? An Example of a Data Product ? Applied Data Science at Google ? Data Science Gotchas ? Summary Data Analytics Life-cycle Phases ? Big Data Analytics Pipeline ? Data Discovery Phase ? Data Harvesting Phase ? Data Priming Phase ? Data Logistics and Data Governance ? Exploratory Data Analysis ? Model Planning Phase ? Model Building Phase ? Communicating the Results ? Production Roll-out ? Summary Repairing and Normalizing Data ? Repairing and Normalizing Data ? Dealing with the Missing Data ? Sample Data Set ? Getting Info on Null Data ? Dropping a Column ? Interpolating Missing Data in pandas ? Replacing the Missing Values with the Mean Value ? Scaling (Normalizing) the Data ? Data Preprocessing with scikit-learn ? Scaling with the scale() Function ? The MinMaxScaler Object ? Summary Descriptive Statistics Computing Features in Python ? Descriptive Statistics ? Non-uniformity of a Probability Distribution ? Using NumPy for Calculating Descriptive Statistics Measures ? Finding Min and Max in NumPy ? Using pandas for Calculating Descriptive Statistics Measures ? Correlation ? Regression and Correlation ? Covariance ? Getting Pairwise Correlation and Covariance Measures ? Finding Min and Max in pandas DataFrame ? Summary Data Aggregation and Grouping ? Data Aggregation and Grouping ? Sample Data Set ? The pandas.core.groupby.SeriesGroupBy Object ? Grouping by Two or More Columns ? Emulating the SQL's WHERE Clause ? The Pivot Tables ? Cross-Tabulation ? Summary Data Visualization with matplotlib ? Data Visualization ? What is matplotlib? ? Getting Started with matplotlib ? The Plotting Window ? The Figure Options ? The matplotlib.pyplot.plot() Function ? The matplotlib.pyplot.bar() Function ? The matplotlib.pyplot.pie () Function ? Subplots ? Using the matplotlib.gridspec.GridSpec Object ? The matplotlib.pyplot.subplot() Function ? Hands-on Exercise ? Figures ? Saving Figures to File ? Visualization with pandas ? Working with matplotlib in Jupyter Notebooks ? Summary Data Science and ML Algorithms in scikit-learn ? Data Science, Machine Learning, AI? ? Types of Machine Learning ? Terminology: Features and Observations ? Continuous and Categorical Features (Variables) ? Terminology: Axis ? The scikit-learn Package ? scikit-learn Estimators ? Models, Estimators, and Predictors ? Common Distance Metrics ? The Euclidean Metric ? The LIBSVM format ? Scaling of the Features ? The Curse of Dimensionality ? Supervised vs Unsupervised Machine Learning ? Supervised Machine Learning Algorithms ? Unsupervised Machine Learning Algorithms ? Choose the Right Algorithm ? Life-cycles of Machine Learning Development ? Data Split for Training and Test Data Sets ? Data Splitting in scikit-learn ? Hands-on Exercise ? Classification Examples ? Classifying with k-Nearest Neighbors (SL) ? k-Nearest Neighbors Algorithm ? k-Nearest Neighbors Algorithm ? The Error Rate ? Hands-on Exercise ? Dimensionality Reduction ? The Advantages of Dimensionality Reduction ? Principal component analysis (PCA) ? Hands-on Exercise ? Data Blending ? Decision Trees (SL) ? Decision Tree Terminology ? Decision Tree Classification in Context of Information Theory ? Information Entropy Defined ? The Shannon Entropy Formula ? The Simplified Decision Tree Algorithm ? Using Decision Trees ? Random Forests ? SVM ? Naive Bayes Classifier (SL) ? Naive Bayesian Probabilistic Model in a Nutshell ? Bayes Formula ? Classification of Documents with Naive Bayes ? Unsupervised Learning Type: Clustering ? Clustering Examples ? k-Means Clustering (UL) ? k-Means Clustering in a Nutshell ? k-Means Characteristics ? Regression Analysis ? Simple Linear Regression Model ? Linear vs Non-Linear Regression ? Linear Regression Illustration ? Major Underlying Assumptions for Regression Analysis ? Least-Squares Method (LSM) ? Locally Weighted Linear Regression ? Regression Models in Excel ? Multiple Regression Analysis ? Logistic Regression ? Regression vs Classification ? Time-Series Analysis ? Decomposing Time-Series ? Summary Lab Exercises Lab 1 - Learning the Lab Environment Lab 2 - Using Jupyter Notebook Lab 3 - Repairing and Normalizing Data Lab 4 - Computing Descriptive Statistics Lab 5 - Data Grouping and Aggregation Lab 6 - Data Visualization with matplotlib Lab 7 - Data Splitting Lab 8 - k-Nearest Neighbors Algorithm Lab 9 - The k-means Algorithm Lab 10 - The Random Forest Algorithm