178 Estimator courses

Complexity Dimensions that Impact Projects By attending this session you will be able to learn how to differentiate complex from complicated and understand the 15 complexity dimensions obtained through a multi-industry survey, case studies and interviews with experts and practitioners. We will also share how the traditional cost estimation process is limited when dealing with complex projects, and finally see a proposed model that would support cost estimators dealing with complex projects. This and other IIL Learning in Minutes presentations qualify for PDUs. Some titles, such as Agile-related topics may qualify for other continuing education credits such as SEUs, or CEUs. Each professional development activity yields one PDU for one hour spent engaged in the activity. Some limitations apply and can be found in the Ways to Earn PDUs section that discusses PDU activities and associated policies. Fractions of PDUs may also be reported. The smallest increment of a PDU that can be reported is 0.25. This means that if you spent 15 minutes participating in a qualifying PDU activity, you may report 0.25 PDU. If you spend 30 minutes in a qualifying PDU activity, you may report 0.50 PDU.

Quantity surveying is one of the most crucial and, thus, high-paying jobs in the rapidly increasing construction business. With our Quantity Surveyor Diploma, you can learn how to enter the construction business and develop the skills necessary for a successful career! So, hit the enrol button right away! This Diploma in Quantity Surveyor at QLS Level 4 course is endorsed by The Quality Licence Scheme and accredited by CPDQS to make your skill development & career progression more accessible than ever! The Quantity Surveyor Diploma online course is designed for individuals who wish to become Quantity Surveyors, a professional who plays a vital role in making building projects happen. This Quantity Surveyor Diploma provides an in-depth understanding of the principles and responsibilities of Quantity Surveying, its history, and the skills needed to excel in the field. The curriculum, developed by industry professionals, covers topics such as construction technology, cost management, contract administration, time management, risk management, legal and regulatory compliance, and report preparation. Through interactive activities, videos, quizzes, and assessments, students will gain the knowledge and skills necessary to succeed as Quantity Surveyors and advance their careers. Enrol now and unlock your potential in this exciting field. Learning Outcomes of Quantity Surveyor Diploma: Understanding of construction technology and how it applies to cost management and contract administration in the construction industry. Knowledge of the different types of construction contracts and the requirements for tendering and procurement. Familiarity with cost management, including cost planning, estimating, budgeting, and cost control. Understanding of risk management and how to adhere to regulations and legal requirements. Ability to prepare and file a final report and apply knowledge learned throughout the course to real-world scenarios. Take a step toward a brighter future! Why Prefer Our Quantity Surveyor Diploma? Opportunity to earn a certificate endorsed by the Quality Licence Scheme and another certificate accredited by CPDQS. Get a free student ID card! (£10 postal charge will be applicable for international delivery) Innovative and engaging content. Free assessments 24/7 tutor support. *** Course Curriculum *** Here is the curriculum breakdown of the Quantity Surveyor Diploma: Module 01: An Introduction Module 02: Development of the Quantity Surveyor Module 03: Quantity Surveying Measurement Module 04: Cost Management Module 05: Pricing and Operational Estimation Module 06: Contract Management and Tendering Module 07: Procurement and Bill Preparation Module 08: Predicting Potential Risk and Management Module 09: Regulation and Control Module 10: Report Writing Assessment Process After completing an online course module, you will be given immediate access to a specially designed MCQ test. The results will be immediately analysed, and the score will be shown for your review. The passing score for each test will be set at 60%. After passing the Diploma in Quantity Surveyor at QLS Level 4 exam, you will be able to request a certificate at an additional cost that has been endorsed by the Quality Licence Scheme. CPD 120 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This Quantity Surveyor Diploma is applicable for Aspiring Quantity Surveyors Construction professionals Project managers Estimators Engineering professionals Requirements You will not need any prior background or expertise to enrol in this Quantity Surveyor Diploma. Career path This Quantity Surveyor Diploma is designed for those who work in the building and construction industry and need Quantity Surveying skills. As such: Quantity Surveyor - £30,000 - £45,000 per year. Construction Manager - £30,000 - £45,000 per year. Project Manager - £35,000 - £55,000 per year. Cost Engineer - £30,000 - £45,000 per year. Procurement Manager - £35,000 - £50,000 per year. Certificates CPDQS Accredited Certificate Digital certificate - £10 Diploma in Quantity Surveyor at QLS Level 4 Hard copy certificate - £99 Show off Your New Skills with a Certificate of Completion After successfully completing the Diploma in Quantity Surveyor 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 a pricing scheme of - 99 GBP inside the UK 109 GBP (including postal fees) for international delivery CPDQS Accredited Certificate 29 GBP for Printed Hardcopy Certificate inside the UK 39 GBP for Printed Hardcopy Certificate outside the UK (international delivery)

Construction Cost Estimation Estimating costs is a critical component of construction management. A construction project's success is heavily reliant on cost estimation. The construction cost estimation process is a detailed process that necessitates a number of steps in order to determine the true costs of a project. In the construction industry, professional cost estimators are hired to evaluate and analyze project costs. As a result, the demand for cost estimators continues to rise with each passing year. This Level 1 Construction Cost Estimation course is designed for anyone who wants to become a competent and confident Construction Manager. This Construction Cost Estimation course is designed by highly skilled professionals to provide you with an effective understanding of the cost estimation process in construction management. Learn how and why accurate construction project estimates are required while studying a breakdown of the estimating procedure and key planning processes. You will also learn the significance of estimating for variations, how project budgets must often be revised, and the risks of inaccurate estimation in this Construction Cost Estimation course. Other three courses that are included with our Construction Cost Estimation Course Course 01: Level 1 Health and Safety in a Construction Environment Course 02: Level 2 Health and Safety in the Workplace Training Course 03: Level 7 Construction Management Course Others Benefits of Construction Cost Estimation Course Free 4 PDF Certificate Access to Content - Lifetime Exam Fee - Totally Free Free Retake Exam [Note: Free PDF certificate will be provided as soon as the Construction Cost Estimation Course is completed] Construction Cost Estimation Industry Experts Designed this Construction course into 3 detailed modules. Detailed Course Curriculum of this Construction course Module 01: An Overview of Construction Management Module 02: More About Construction Management Module 03: Cost Estimation in Construction Industry Assessment Method of Construction Cost Estimation After completing each module of the Construction Cost Estimation Course, you will find automated MCQ quizzes. To unlock the next module, you need to complete the quiz task and get at least 60% marks. Certification of Construction Cost Estimation After completing the MCQ/Assignment assessment for this Construction Cost Estimation course, you will be entitled to a Certificate of Completion from Training Tale. Who is this course for? Construction Cost Estimation This Construction Cost Estimation Course is ideal for: Managers, supervisors and team leaders Small business owners and Entrepreneurs Staff working in Construction industry and wishing to enhance their CVs Requirements Construction Cost Estimation There are no specific requirements for this Construction Cost Estimation course because it does not require any advanced knowledge or skills. Career path Construction Cost Estimation Opportunities included with our Construction Cost Estimation course: Cost Estimation - Construction Assistant Cost Estimation - Construction Coordinator Cost Estimation - Site Assistant Certificates Certificate of completion Digital certificate - Included

Estimating costs is a critical component of construction management. A construction project's success is heavily reliant on cost estimation. The construction cost estimation process is a detailed process that necessitates a number of steps in order to determine the true costs of a project. In the construction industry, professional cost estimators are hired to evaluate and analyze project costs. As a result, the demand for cost estimators continues to rise with each passing year. This Level 1 Construction Cost Estimation course is designed for anyone who wants to become a competent and confident Construction Manager. This Estimation: Construction Cost course is designed by highly skilled professionals to provide you with an effective understanding of the cost estimation process in construction management. Learn how and why accurate construction project estimates are required while studying a breakdown of the estimating procedure and key planning processes. You will also learn the significance of estimating for variations, how project budgets must often be revised, and the risks of inaccurate estimation in this Level 1 Construction Cost Estimation course. Learning Outcomes After completing this Estimation: Construction Cost course, the learner will be able to: Understand the fundamentals of Construction Management. Understand the role & responsibilities of the Construction Supervisor. Understand the functions of Construction Management. Understand the phases of the Construction Project. Gain in-depth knowledge about Construction Inspection and Testing. Gain a solid understanding of cost estimation in the Construction industry. Why Choose Estimation: Construction Cost Course from Us Self-paced course, access available from anywhere. Easy to understand, high-quality study materials. Course developed by industry experts. MCQ quiz after each module to assess your learning. Automated and instant assessment results. 24/7 support via live chat, phone call or email. Free PDF certificate as soon as completing the course. ----------------------------------------- Others Benefits of Estimation: Construction Cost Course Free PDF Certificate Access to Content - Lifetime Exam Fee - Totally Free Free Retake Exam [Note: Free PDF certificate will be provided as soon as the Estimation: Construction Cost Course is completed] Detailed Course Curriculum of Estimation: Construction Cost Module 01: An Overview of Construction Management Module 02: More About Construction Management Module 03: Cost Estimation in Construction Industry ------------------------------------- Assessment Method After completing each module of the Estimation: Construction Cost Course, you will find automated MCQ quizzes. To unlock the next module, you need to complete the quiz task and get at least 60% marks. Certification After completing the MCQ/Assignment assessment for this Estimation: Construction Cost course, you will be entitled to a Certificate of Completion from Training Tale. The certificate is in PDF format, which is completely free to download. A printed version is also available upon request. It will also be sent to you through a courier for £13.99. Who is this course for? This Estimation: Construction Cost course is ideal for: Managers, supervisors and team leaders Small business owners and Entrepreneurs Staff working in Construction industry and wishing to enhance their CVs Requirements There are no specific requirements for this Estimation: Construction Cost course because it does not require any advanced knowledge or skills. Career path Opportunities included with our Estimation: Construction Cost course: Cost Estimation - Construction Assistant Cost Estimation - Construction Coordinator Cost Estimation - Site Assistant Certificates Certificate of completion Digital certificate - Included

Estimation: Construction Cost Estimation Course Online Estimating costs is a critical component of construction management. A construction project's success is heavily reliant on cost estimation. The Estimation: Construction Cost Estimation Course process is a detailed process that necessitates a number of steps in order to determine the true costs of a project. In the construction industry, professional cost estimators are hired to evaluate and analyze project costs. As a result, the demand for cost estimators continues to rise with each passing year. This Estimation: Construction Cost Estimation Course is designed for anyone who wants to become a competent and confident Construction Manager. This Estimation: Construction Cost Estimation Course is designed by highly skilled professionals to provide you with an effective understanding of the cost estimation process in construction management. Learn how and why accurate construction project estimates are required while studying a breakdown of the estimating procedure and key planning processes. You will also learn the significance of estimating for variations, how project budgets must often be revised, and the risks of inaccurate estimation in this Estimation: Construction Cost Estimation Course. Special Offers of this Estimation: Construction Cost Estimation Course This Estimation: Construction Cost Estimation Course includes a FREE PDF Certificate. Lifetime access to this Estimation: Construction Cost Estimation Course Instant access to this Estimation: Construction Cost Estimation Course Get FREE Tutor Support from Monday to Friday in this Estimation: Construction Cost Estimation Course Main Course: Level 1 Construction Cost Estimation Other two courses that are included with our Estimation: Construction Cost Estimation Course Course 01: RIDDOR Training Course 02: Level 1 Health and Safety in a Construction Environment Others Benefits of Estimation: Construction Cost Estimation Course Free 3 PDF Certificate Access to Content - Lifetime Exam Fee - Totally Free Free Retake Exam [Note: Free PDF certificate will be provided as soon as the Estimation: Construction Cost Estimation Course] Estimation: Construction Cost Estimation Course Online Industry Experts Designed this Estimation: Construction Cost Estimation Course into 3 detailed modules. Detailed Course Curriculum of Level 1 Construction Cost Estimation Course Module 01: An Overview of Construction Management Module 02: More About Construction Management Module 03: Cost Estimation in Construction Industry Assessment Method of Construction Cost Estimation Course After completing each module of the Estimation: Construction Cost Estimation Course, you will find automated MCQ quizzes. To unlock the next module, you need to complete the quiz task and get at least 60% marks. Certification of Construction Cost Estimation Course After completing the MCQ/Assignment assessment for this Estimation: Construction Cost Estimation Course, you will be entitled to a Certificate of Completion from Training Tale. Who is this course for? Estimation: Construction Cost Estimation Course Online This Estimation: Construction Cost Estimation Course is ideal for: Managers, supervisors and team leaders Small business owners and Entrepreneurs Staff working in Construction industry and wishing to enhance their CVs. Requirements Estimation: Construction Cost Estimation Course Online Students who intend to enrol in this Estimation: Construction Cost Estimation Course must meet the following requirements: Estimation: Good command of the English language. Estimation: Must be vivacious and self-driven Estimation: Basic computer knowledge. Estimation: A minimum of 16 years of age is required Career path Estimation: Construction Cost Estimation Course Online Opportunities included with our Estimation: Construction Cost Estimation Course Online: Cost Estimation - Construction Assistant Cost Estimation - Construction Coordinator Cost Estimation - Site Assistant Certificates Certificate of completion Digital certificate - Included

Estimating costs is a critical component of construction management. A construction project's success is heavily reliant on cost estimation. The construction cost estimation process is a detailed process that necessitates a number of steps in order to determine the true costs of a project. In the construction industry, professional cost estimators are hired to evaluate and analyze project costs. As a result, the demand for cost estimators continues to rise with each passing year. This Level 1 Construction Cost Estimation course is designed for anyone who wants to become a competent and confident Construction Manager. This Construction Management and Cost Estimation course is designed by highly skilled professionals to provide you with an effective understanding of the cost estimation process in construction management. Learn how and why accurate construction project estimates are required while studying a breakdown of the estimating procedure and key planning processes. You will also learn the significance of estimating for variations, how project budgets must often be revised, and the risks of inaccurate estimation in this Construction Management and Cost Estimationcourse. Learning Outcomes After completing this Construction Management and Cost Estimation course, the learner will be able to: Understand the fundamentals of Construction Management. Understand the role & responsibilities of the Construction Supervisor. Understand the functions of Construction Management. Understand the phases of the Construction Project. Gain in-depth knowledge about Construction Inspection and Testing. Gain a solid understanding of cost estimation in the Construction industry. Why Choose Construction Management and Cost Estimation Course from Us Self-paced course, access available from anywhere. Easy to understand, high-quality study materials. Course developed by industry experts. MCQ quiz after each module to assess your learning. Automated and instant assessment results. 24/7 support via live chat, phone call or email. Free PDF certificate as soon as completing the course. ----------------------------------------- Other two courses that are included with our Construction Management and Cost Estimation Bundle Course Course 01: RIDDOR Training Course 02: Construction Project Management Others Benefits of Construction Management and Cost Estimation Bundle Course Free 3 PDF Certificate Access to Content - Lifetime Exam Fee - Totally Free Free Retake Exam [Note: Free PDF certificate will be provided as soon as the Construction Management and Cost Estimation Course is completed] Detailed Course Curriculum Module 01: An Overview of Construction Management Module 02: More About Construction Management Module 03: Cost Estimation in Construction Industry ------------------------------------- Assessment Method After completing each module of the Construction Management and Cost Estimation Course, you will find automated MCQ quizzes. To unlock the next module, you need to complete the quiz task and get at least 60% marks. Certification After completing the MCQ/Assignment assessment for this Construction Management and Cost Estimation course, you will be entitled to a Certificate of Completion from Training Tale. The certificate is in PDF format, which is completely free to download. A printed version is also available upon request. It will also be sent to you through a courier for £13.99. Who is this course for? This Construction Management and Cost Estimation course is ideal for: Managers, supervisors and team leaders Small business owners and Entrepreneurs Staff working in Construction industry and wishing to enhance their CVs Requirements There are no specific requirements for this Construction Management and Cost Estimation bundle course because it does not require any advanced knowledge or skills. Career path Opportunities included with our Construction Management and Cost Estimation course: Cost Estimation - Construction Assistant Cost Estimation - Construction Coordinator Cost Estimation - Site Assistant Certificates Certificate of completion Digital certificate - Included

Estimation: Construction Cost Estimation Course Online Introducing Estimation: Construction Cost Estimation Course "Empowering the Next Generation" Online course! Estimating costs is a critical component of construction management. A construction project's success is heavily reliant on cost estimation. The Estimation: Construction Cost Estimation Course process is a detailed process that necessitates a number of steps in order to determine the true costs of a project. In the construction industry, professional cost estimators are hired to evaluate and analyze project costs. As a result, the demand for cost estimators continues to rise with each passing year. This Estimation: Construction Cost Estimation Course is intended for anyone who wants to become a competent and confident Construction Manager. This Estimation: Construction Cost Estimation Course aims to provide you a thorough understanding of the cost estimation: estimation process in construction management. Learn how and why accurate construction project estimates are required, as well as how the estimating procedure and key planning processes are broken down. In this Estimation: Construction Cost Estimation Course, you will also learn the importance of estimating for variations, how project budgets must frequently be revised, and the risks of inaccurate estimation: estimation. Why choose Estimation: Construction Cost Estimation Course from the School of Health Care? Self-paced course, access available from anywhere in the world. High-quality study materials that are easy to understand. Estimation: Construction Cost Estimation Course developed by industry experts. After each module, there will be an MCQ quiz to assess your learning. Assessment results are generated automatically and instantly. 24/7 support is available via live chat, phone call, or email. Free PDF certificate after completing the Estimation: Construction Cost Estimation Course. Main Course: Level 1 Construction Cost Estimation course Free Courses: Course 01: Level 1 Health and Safety in a Construction Environment Course 02: RIDDOR Training Special Offers of this Estimation: Construction Cost Estimation Course: This Estimation: Construction Cost Estimation Course includes a FREE PDF Certificate. Lifetime access to this Estimation: Construction Cost Estimation Course Instant access to this Estimation: Construction Cost Estimation Course 24/7 Support Available to this Estimation: Construction Cost Estimation Course [ Note: Free PDF certificate as soon as completing the Estimation: Construction Cost Estimation Course] Estimation: Construction Cost Estimation Course Online This Estimation: Estimation course consists of 03 modules. Course Curriculum of Estimation: Construction Cost Estimation Course Module 01: An Overview of Construction Management Module 02: More About Construction Management Module 03: Cost Estimation in Construction Industry Assessment Method of Estimation: Construction Cost Estimation Course After completing Estimation: Construction Cost Estimation Course, you will get quizzes to assess your learning. You will do the later modules upon getting 60% marks on the quiz test. Certification of Estimation: Construction Cost Estimation Course After completing the Estimation: Construction Cost Estimation Course, you can instantly download your certificate for FREE. The hard copy of the certification will also be delivered to your doorstep via post, which will cost £13.99. Who is this course for? Estimation: Construction Cost Estimation Course Online This Estimation: Construction Cost Estimation Course is suitable for: Managers, supervisors and team leaders Construction workers seeking for CPD Small business owners and Entrepreneurs Staff working in Construction industry and wishing to enhance their CVs Requirements Estimation: Construction Cost Estimation Course Online To enrol in this Estimation: Construction Cost Estimation Course, students must fulfil the following requirements: Good Command over English language is mandatory to enrol in our Estimation: Construction Cost Estimation Course. Be energetic and self-motivated to complete our Estimation: Construction Cost Estimation Course. Basic computer Skill is required to complete our Estimation: Construction Cost Estimation Course. If you want to enrol in our Estimation: Construction Cost Estimation Course, you must be at least 15 years old. Career path Estimation: Construction Cost Estimation Course Online Opportunities includes: Estimation: Construction Cost Estimation - Construction Assistant Estimation: Construction Cost Estimation - Construction Coordinator Estimation: Construction Cost Estimation - Site Assistant

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