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LEARN HOW TO BECOME A WEIGHT MANAGEMENT CONSULTANT WITH THE CLIENT'S HEALTH & WELLBEING AT THE CORE. A MESSAGE FROM THE AUTHOR As you enter into this study, I want you to be fully aware of what lies before you. If you save people from overweight, you will also increase life-expectancy and/or prevent the onset of serious debilitating diseases. There will also be those clients whose life has been long limited in a psychological sense and you will be able to help them to restore their sense of verve and vitality so they can again live life to the fullest extent. This will be done through learning special expertise both technically and in person-to-person relations. With these words of encouragement, I warmly welcome you to this course of study where the amount of potential job satisfaction is incalculable. DR. LAWRENCE PLASKETT Course Duration 12 months Study Hours 200 hours Course Content 13 sections Course Fee £475 Course Overview The Plaskett Weight Management Consultancy course will provide you with a detailed, systematic and scientifically-based training, fuller than any other we know of in the field. It will enable you to practise as a well-informed Weight Management Consultant and most importantly, you will be able to help and support individuals in their quest to lose weight whilst maintaining health and well-being. Learn the Basic Elements of Nutrition You will gain an understanding of the basic elements of nutrition with a focus on the key nutrients in order to avoid deficiencies when working with weight loss clients. Create Individualised Weight Loss Programmes You will develop the confidence to be able to make informed choices from a wide span of weight loss options and avoid the use of rigidly fixed methods, thereby delivering programmes best suited to individual needs. Become a Skilled Adviser You will learn the skills to be able to counsel on a one-to-one basis, we believe that this favours the resolution of individual circumstances and problems. You will receive the training to see your clients through every stage of the process, thereby maximising their chances of success. Expand Practice of Current Health Professionals In addition to those wanting to set up practice as a Weight Management Consultant, this course is ideally suited to current health & fitness professionals looking to enhance their practice. BREAKDOWN OF THE COURSE SECTIONS The Weight Management Consultancy Diploma includes the following 13 sections: SECTION 1 BASIC SCIENCE SUPPORT Whilst our main concern will be with weight loss, we need to understand some of the basic aspects of nutrition. These deal with the key nutrients that we have to control to reduce weight. They will also help us to understand how to lose weight without developing deficiencies.  In Section 1, we begin the study of nutrients and foods by looking at the main bulk nutrients that our diets contain: protein, carbohydrate and fat. Before one can consider individual vitamins and minerals, one has to know about the nutrients that make up most of our diets, namely the bulk nutrients. These are the suppliers of food energy and ultimately help to decide an individual's size. You will need to understand these so as to manipulate them with skill. Areas Covered What are the bulk nutrients? Chemical elements contained in the bulk nutrients Proteins Carbohydrates Fibre Fats The energy reserve role of fat The lipoproteins of the blood SECTION 2 UNDERSTANDING THE FIELD & NATURE OF THE PROBLEM This section introduces the basic ideas of the training. The purpose of this course of training is to enable the student to help others who are overweight or obese to lose weight, and to do so in a professional manner. At the same time, it aims to motivate you and empower you to set up a practice as a ‘Weight Management Consultant’ that will lead to your gaining a good reputation in this field, developing a panel of satisfied clients and bringing you both status and income.  Since losing weight is not easy, one has to be aware of all the different methods and ramifications that are a part of this intriguing subject. The professionalism comes from knowing a number of different “ways in” to help the clients and also from being able to develop awareness of the individuality of each client. This will put you in a position to find the best and most successful route to weight loss for each person who consults you. This will mean giving individual advice, not just the same advice to everyone. By recognising individuality we earn the client’s trust and appreciation and we also increase the chances of achieving the fullest possible success by being in a position to find individual solutions to each client’s problem. Areas Covered The aims of the work The clients’ motives The clients themselves The clients’ knowledge of nutrition The place of psychology The arithmetical equation of body weight Ways of working Getting fat is all too easy – we review how it happens Definition and classification: criteria for weight normality SECTION 3 THE THEORY OF THE CAUSES OF OVERWEIGHT & OBESITY In this section we explore 'The Theory of what Causes Overweight and Obesity'. We look at the underlying reasons for this current epidemic scale of the problem in developed societies throughout the world. Understanding this will give you an insight into what needs to be done. The Weight Management Consultant clearly needs to understand as fully as possible the causes of obesity in order to be able to formulate good advice. It is necessary to understand that, although the ultimate cause is always eating more than the body requires, that factor is modified by many subsidiary factors. One, that always interests clients, is whether or not one may be predisposed by one’s inheritance to put on and retain weight, so we deal with this question. Areas covered Relative effect of genetics and environment Hormonal disturbance in obesity Slower than normal rates of energy expenditure The role of fat cells Role of the enzyme lipoprotein lipase SECTION 4 THE HEALTH CONSEQUENCES OF EXCESS WEIGHT It is well known that being overweight or obese increases the chances of contracting chronic illnesses. This section examines the types of illnesses involved and the way that their incidence is affected by body weight. From the standpoint of a Weight Management Consultant, the use of this information is to present clearly the vital benefits that your work can bring to your clients in terms of freedom from illness. This knowledge can augment your job satisfaction, especially when you can see the client’s health condition improving as weight comes down. That can be expected to happen sometimes, but of course not always. So, potentially this information can serve to inform your clients about the degree to which slimming down from an overweight or obese condition can help them to avoid very negative health consequences. By passing on parts of this data to some carefully selected clients, you may perhaps either improve their flagging motivation, or increase their satisfaction level with their early results or with the efforts they are making. Areas covered The connection between overweight and ill health The risk of early death Illness and death from cardiovascular disease Illness and death from diabetes mellitus Illness and death from hypertension Illness and death from respiratory problems Illness and death from gallbladder disease Illness and immobility from arthritis Illness from gout Illness and death from cancer SECTION 5 FIRST PRINCIPLES OF CORRECTING EXCESS WEIGHT In this section we approach the practical side of the Weight Management Consultant’s job. The greatest skill required of the Consultant is that of formulating the advice in a way that combines efficacy with client acceptability. The mistake most often made in the approach to weight reduction is to employ only one method yet in pursuing reduction in a person’s weight, it is best to come at the problem from multiple angles simultaneously. The person’s diet may well have to be the first and foremost approach however, the main alternative approaches involve several different ways of preventing excess food materials from being stored, leading to overweight.  If control of the diet is the only method one employs, then so much depends upon strict dietary control that the will and the motivation of the client may be too severely tested. However, an approach in which dietary control takes pride of place, but is supported by a number of other approaches, is more likely to find client acceptability and is therefore more likely, ultimately, to be successful. In this section we list these “prevention of storage” approaches before dealing more fully with the diet. Areas covered Strategy of weight control Reduction of food intake The use of balanced hypocaloric diets Strategies for reducing food intake in practice Using foods intended to increase metabolic rate Mixtures of the various strategies SECTION 6 REDUCING WEIGHT THROUGH DIET & DIETARY COMPOSITION The principal purpose of this section is to understand the scope that we have to reduce food calories in the diet without necessarily reducing the total weight of food consumed. It looks closely at understanding and measuring food energy. Working in this way with diet is kindest to the clients and makes fewer demands upon their efforts and their will to succeed. Areas covered Understanding food energy The make-up of daily diets What does the body have to do with tis energy? Water content of foods The differing energy contents of food dry matter Substituting low-calorie for high-calorie foods The first stage of calorie reduction Combining diet with exercise A further stage of calorie reduction SECTION 7 SELECTING INDIVIDUAL FOODS The previous section talks mainly about the first principles of reducing calorie intake while keeping the weight of daily food dry matter level. This is done mainly by varying the extent to which each food class contributes to the overall diet; we simply reduce the proportions of those food classes with the higher calorie content. This section now looks within food classes to pick out those foods that, individually, have lower calorie content than the average for foods within the class concerned and make the best contribution to an individual client’s diet. This is a further step to calorie reduction without loss of food bulk. Areas covered Different foods within any given class have different calorific values Choosing foods within food classes for calorie reduction Specific recommendations for individual foods within each class Care needed in using the information Calorie contents of the “more suitable foods” Dietary results from substituting individual foods The necessary provision of dietary fat The quality of dietary protein The quantity of dietary protein Choosing foods for overall dietary suitability SECTION 8 BUILDING YOUR KNOWLEDGE OF FOODS INTO DIETS In the Sections that have gone before, we have noted several key strategies aimed at reducing the client’s intake of calories. This section gets down to the key job of building and structuring a diet to help each particular client - the aim now is to address the actual prescribing of diets to enable you to build upon the principles already learned and to give the client a workable diet that can achieve his or her aims. Areas Covered The adjusting and re-balancing of the food classes Calculating the food replacements Targeting individual foods SECTION 9 FIRST LOOK AT CONDUCTING CONSULTATIONS This section takes you through managing the consultation, helping you to structure the activity to provide a satisfactory experience for your clients. This is the basis for a good approach to weight reduction.  The section culminates in the provision of example diet sheets with guidelines according to food classes and guidelines according to mealtimes and considers the benefits of both. Areas Covered The consultant’s surroundings and manner Direction of the early conversation Collection of the dietary data Weight-loss ideas come to you during the data collection Identifying the largest food contributions to overweight Balancing the food classes Writing down the guidelines Substitution of individual foods Reduction in the food bulk eaten Integrating the entire diet Example diet sheets SECTION 10 COUNTING CALORIES. BENEFITS OF EXERCISE. THE KETO DIET. In section 10 we cover the method of calculating the calories in everyday life. We look at the benefits of exercise for suitable clients and discuss more specific diets such as the ketogenic diet.  Areas Covered Calculating the calories The benefits of exercise The ketogenic diet SECTION 11 PROMOTING GOOD HEALTH. UNDERSTANDING DRUG TREATMENTS. FOLLOW-UP GUIDELINES. Brings us to the section where we set about designing slimming programmes that are not only effective at weight loss, but also promote good health. To give you an insight into the potential problems, we also look at the drug treatments given for overweight by doctors. We also take you through the guidelines for follow-ups after the first consultation. Areas Covered Slimming programmes to promote good health Understanding drug treatments for overweight Follow-up guidelines SECTION 12 USE OF SUPPLEMENTS TO PROMOTE LOSS OF WEIGHT This section deals with non-food substances, or supplements that with help with weight loss. It looks at how they actually achieve this and discuss their effectiveness and safety implications for the individual. These include some micronutrients, herbs, enzyme inhibitors and sequestering agents. Areas Covered Inhibition of fat absorption Changing body composition Substances encouraging increased thermogenesis Appetite suppressants Enzyme inhibition Prevention of fat synthesis Nutrients that may accelerate metabolism Appendix 1 – some abstracts of key articles Appendix 2 – summary of modes of action SECTION 13 MANAGING This rather substantial last section deals with a fuller and final part on “Managing the Consultations”. This further develops your consultation skills and objective setting in weight management practice. It also addresses the tricky question of compliance and weight regain and how to avoid it. Finally, it looks at “Running your Practice as a Business” to ensure that you have a grasp of the business principles that you will need. Areas Covered Managing the consultations – basic methodology Note on progressive reduction in energy needs Construction of the overall prescription – different components Running your practice as a business Appendix (more about why the slimming process slows down) TESTIMONIALS Here's what students have to say about the course Mrs E. Marriott UK “The Plaskett course in Weight Management Consultancy has been a really good introduction into the importance of nutrition and balancing food groups to make up a healthy diet plan for those who are obese and wishing to lose weight. It would be good if you want to do it for your own understanding or if you are looking for a step into a professional qualification or practicing yourself. The tutors communicate with you and give you detailed feedback on assignments and the work is achievable within a year, quicker if your apply yourself. There is a lot of information in the course surrounding basic nutrients, composition of foods and on how to set up and run your own practice”.

The leadership role of the project manager is increasingly recognised as a key determinant in delivering success. These skills can often be critical in project situations, where tight budgets and deadlines demand the highest levels of team performance and where the working environment presents fresh challenges on a daily basis. This programme focuses on the leadership skills required of project managers and will benefit anyone involved in managing projects large or small wishing to extend or enhance those skills. The objectives of this programme are to help the participants: Understand the significance of leadership skills to the project manager and the impact of these skills on project performance Review the key skills needed to be an effective 'multi-dimensional' project leader and learn how to develop, adapt and apply them in practice Learn how to identify the preferred leadership style for the context and organisational culture of a project and how to develop personal style versatility Understand the role of the project leader in building an effective team and the skills required to promote and sustain team performance Gain a better understanding of the interpersonal skills needed to motivate individual team members and harness the full potential of the team DAY ONE 1 Introduction Aims and objectives Personal objectives 2 Project management and leadership What is a leader? How much can leadership be learned? The project environment and the impact of leadership skills The characteristics of high performance project teams and their leaders 3 Principles of effective leadership Some useful models and theories of leadership explored Types of leadership; choosing how to use leadership power Evaluating personal leadership style; how to develop style flexibility 4 Syndicate case study: Leadership in action Review of the role of leadership in a contemporary project Feedback and plenary discussion: effective project leadership 5 Team exercise: Leadership skills of the project manager Teams compete in performing a project simulation Project review and feedback Discussion of the outcome: role and skills of the project leader 6 Leadership skills for project managers The 3 dimensions of project leadership: inwards, outwards, and upwards The vital role of communication skills and how to develop them Developing a 'project vision': strategic thinking skills Understanding others; emotional intelligence skills Being a visible leader; behavioural and influencing skills Building effective relationships; the importance of trust and respect DAY TWO 7 Leading the project team The role of leadership in developing team performance Understanding individual strengths; recognising team role preferences Managing conflict and promoting positive team dynamics Setting standards, maintaining discipline and rewarding performance Harnessing team potential: building motivation within the team Promoting team learning; the team leader as coach / mentor 8 Leading through the organisation Gaining the support others; developing effective influencing skills Getting empowerment from key stakeholders Knowing when and how to take the initiative and lead Building and maintaining rapport with key partners Becoming an effective team player in leadership teams Becoming a business leader; leading colleagues and co-workers 9 Team exercise: Leadership and negotiation Teams engage in a negotiation exercise Exercise review and feedback Discussion of the outcome: negotiation skills of the project leader 10 Negotiation skills for project leaders Characteristics of effective negotiators Classic problem behaviours and mind-sets to avoid Getting to win-win; building partnership and trust 11 Leading more senior stakeholders The challenges and skills of leading and managing upwards Communicating with more senior stakeholders; building credibility Negotiating upwards: knowing when and how The role of networking skills; building and maintaining rapport Handling disagreements; the art of diplomacy Handling personality and style conflicts with more senior people

Details A high energy dance party to get us moving and grooving. Expect a mix of music from 90s Boyband to Disco, Broadway classics to Latin tunes. We’ll start with a warm up then build up a routine then stretch it out. Classes are done via Facebook Live in a closed group so you can join live or replay (as many times as you like) at a time that suits you.   Instructions Find a clear and adequate space in your home with suitable flooring. Wear comfortable clothing and have water nearby. This class is suitable for all ages and abilities but please make sure you work within your own limits and what is safe for you. By joining in these online sessions you are doing so at your own risk. If you have any health concerns or are new to exercise please speak to your doctor before joining in.

Higher Education Women's Leadership Workshop is for academics looking to learn new skills with like-minded academics and further or advance their academic career.

Travel and Parking arrangements: Paid parking is available (attendees are responsible for paying parking fees) From New St Station, follow signs to Moor St station. When you get to Moor St, go down the hill to the side of the station towards the multi-storey car park. At the car park, go left under the railway bridge. Immediately after the railway bridge turn right onto Shaw's passage, which is quite short. We're on the corner at the end of Shaws Passage - walk round the corner onto Allison Street and past the Cafe to the full glass door with the Birmingham Friends of the Earth hanging sign.

This practical, enjoyable day will give you the tools to go and do your job effectively and the opportunity to practise using them in a safe and supportive environment before putting them into practice for real back in the workplace. To inspire, you need to be inspired!Having the right set of skills, tools and techniques helps us to manage in a productive and beneficial way. Above all, the workshop will inspire you with the determination to engage with the people you manage to produce greater levels of achievement. This workshop will enable you to: Understand what the role of the manager is Engage and inspire a team to perform Recognise the range of styles appropriate for different situations and how your communication style impacts Provide clear direction on your team's purpose, role and responsibilities Understand how to create a motivating environment for those who report to you Hold them accountable for delivery Hold performance conversations Review and evaluate your learning and have a plan to take back and implement at work 1 Bringing the role to life Starting the day with sharing your current ideals and approaches using the pre workshop task Understanding what you bring to your role and your objectives for the day 2 The role and responsibilities of a manager: an overview Responsibility and accountability Producing results Managing teams Developing individuals 3 Communication excellence The model of a team communicator What type of communicator are you and what about your team? Practical interactive group exercise 4 Your role as a team leader - shaping how we work using the organisation's values Your role Your team's role Enabling your team to deliver in a changing mindset 5 Engaging and motivating your team Exercise: using a leadership model to explore how you are enabling your team to engage with current change, what's getting in the way and how you will manage this in your organisational context Peer and group task and discussion 6 Addressing motivation at team and individual level in times of change Exercises:Identifying approaches to motivating people at work based on a work based model of motivation: team taskExploring a behavioural model of motivation: team discussion Review in plenary 7 Holding people accountable The work cycle model of team performance: Agree purposeSet objectivesMonitor performanceProvide feedbackCompliance vs. commitment Professional discussion in small groups Exercise: Practising short conversations using peer coaching support 8 Review of learning and action planning Personal review and action planning Group review of learning Evaluation

This intensive one-day IACCM-approved programme helps participants develop the skills, knowledge and competencies required to plan for and carry out effective negotiations in a range of different environments. By the end of the programme participants will be able to: Understand the basic concepts of negotiation and how it adds value to the organisation Recognise the stages of negotiation and the skills required at each stage Make use of tried-and-tested negotiation planning tools Apply a range of negotiation tools and techniques to support the organisation in obtaining value for money, quality and fit-for-purpose outcomes Set negotiation objectives Appreciate the importance of interpersonal skills in maximising the opportunities for reaching win/win agreements 1 Welcome Introductions Aims and objectives Plan for the day 2 Why negotiate? Understanding the negotiation context Negotiating with suppliers Negotiating with stakeholders 3 Understanding the process The phases of negotiation and what to do in each phase Before During After 4 Planning Appreciating the importance of planning Different approaches Identifying the key variables Setting objectives for each of them Practical negotiation planning exercise 5 Doing The key skills required, Communication Numeracy empathy Applying these skills in a role play: practical exercise 6 Close Review of key learning points Personal action planning

Emotional Intelligence, EQ, EI, Moccasin Approach, Moccasin Manager,

Duration 5 Days 30 CPD hours This course is intended for This intermediate course is appropriate for experienced UNIX system administrators who want to support AIX running on POWER processor based systems in a mult-iuser POWER (System p) partitioned environment. Overview At course completion, you will be able to:- Install the AIX operating system, filesets, and RedHat Package Manager (RPM) packages - Perform system startup and shutdown - Discuss and use system management tools such as System Management Interface Tool (SMIT) and IBM systems director console for AIX - Manage physical and logical devices - Discuss the purpose of the logical volume manager - Perform logical volume and file system management - Perform and restore system backups - Use the AIX error log as a tool in problem determination - Configure TCP/IP networking Students will learn to install, customize and administer the AIX operating system in a multi-user POWER (System p) partitioned environment. Introduction to AIX and IBM Power systems AIX system management tools AIX software installation and maintenance System configuration and devices TCP/IP networking System startup and shutdown Basics of configuring logical partitions AIX installation Working with the Logical Volume Manager File systems administration The Object Data Manager LVM metadata Disk management procedures Backup and restore Error monitoring System initialization - I System initialization - II (00:35) Exercise 17 (00:25) Unit 18: The AIX system dump facility (00:15) Exercise 18 Advanced install techniques Alternate disk installation Alternate disk - part 1 (pre-clone) Using multibos Alternate disk - part 2 (post-clone) multibos Appendix A: Survey of additional AIX facilities

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