1297 Scientist courses in Cardiff delivered Online

This course aims to teach you how to employ NLP for self-improvement by examining exclusive tactics and implementing them to meet one’s goals.

Get attracted to the idea of healing using a magnet Until recently, scientists thought that humans were biochemical beings, however there are many who now believe that we are electromagnetic creatures. This assumption opens up a lot of doors as recently magnetic therapy has resurfaced to help treat physical impairments like spinal cord injury (SCI), multiple sclerosis (MS), and post polio syndrome. If are looking for an alternative treatment for some form of physical impairment you have come to the right place. This Certified Diploma in Magnetic Therapy course will help you by teaching how to use magnets in the healing arts. From this diploma level course, you will initially get a basic idea about magnetic healing and learn about the different features of magnets. You will explore how magnets help in healing your bodies and relieve pain. Discover how to put magnets to work and the conditions that can be treated using magnets. Finally you will also learn to relive your stress using these amazing solutions. Now stop wondering why you were attracted to this course, just take a peek inside to see and discover the solution to your health problems. Course Highlights Certified Diploma in Magnetic Therapy is an award-winning and best-selling course that has been given the CPD Certification & IAO accreditation. It is the most suitable course anyone looking to work in this or relevant sector.  It is considered one of the perfect courses in the UK that can help students/learners to get familiar with the topic and gain the necessary skills to perform well in this field. We have packed Certified Diploma in Magnetic Therapy into 14 modules for teaching you everything you need to become successful in this profession. To provide you ease of access, this course is designed for both part-time and full-time students. You can become accredited in just 8 hours, 25 minutes and it is also possible to study at your own pace. We have experienced tutors who will help you throughout the comprehensive syllabus of this course and answer all your queries through email. For further clarification, you will be able to recognize your qualification by checking the validity from our dedicated website. Why You Should Choose Certified Diploma in Magnetic Therapy Lifetime access to the course No hidden fees or exam charges CPD Accredited certification on successful completion Full Tutor support on weekdays (Monday - Friday) Efficient exam system, assessment and instant results Download Printable PDF certificate immediately after completion Obtain the original print copy of your certificate, dispatch the next working day for as little as £9. Improve your chance of gaining professional skills and better earning potential. Who is this Course for? Certified Diploma in Magnetic Therapy is CPD certified and IAO accredited. This makes it perfect for anyone trying to learn potential professional skills. As there is no experience and qualification required for this course, it is available for all students from any academic backgrounds. Requirements Our Certified Diploma in Magnetic Therapy is fully compatible with any kind of device. Whether you are using Windows computer, Mac, smartphones or tablets, you will get the same experience while learning. Besides that, you will be able to access the course with any kind of internet connection from anywhere at any time without any kind of limitation. Career Path You will be ready to enter the relevant job market after completing this course. You will be able to gain necessary knowledge and skills required to succeed in this sector. All our Diplomas' are CPD and IAO accredited so you will be able to stand out in the crowd by adding our qualifications to your CV and Resume. Magnetic Therapy & Application Magnet Therapy 00:30:00 How are the Magnets Used? 00:15:00 How to gain the best results from Magnetic Therapy? 00:15:00 Effectiveness of Magnetic Therapy 00:15:00 Caution - Magnetic Therapy 00:15:00 Magnetic Therapy Healing Introduction 00:30:00 More About The Magnets 01:00:00 How Magnets Help Healing Our Bodies 01:00:00 How Magnets Help in Pain Relief 00:30:00 About Putting Magnets To Work 00:30:00 Conditions That Are Said To Be Helped By Magnets 01:00:00 How Magnets Help in Stress Relief 00:30:00 What To Look For 01:00:00 Wrapping Up 00:15:00 Mock Exam Mock Exam-Certified Diploma in Magnetic Therapy 00:20:00 Final Exam Final Exam-Certified Diploma in Magnetic Therapy 00:20:00

Course Overview Learn how you can build your career in the agricultural sector from this Agricultural Science Masterclass course. This course will teach you the knowledge you need to keep your plants healthy and boost your agricultural skill. This Agricultural Science Masterclass course will help you to strengthen your basic about agricultural science and learn new skills. You will learn how to take care of plants and animals, control pests and ensure nutrition for your plants. This course will also teach you about soil quality, weed control and home gardening. You will learn how to take care of flowery plants and ornamental plants to beautify your garden or farm. The comprehensive and easily understandable lessons of this agriculture science masterclass will help you to grasp the topics easily. You will be able to memorize the knowledge you learn for a long time with striking techniques. Learning Outcomes Learn the basic fundamentals and principles of agricultural science Familiarize with horticulture and nursery production techniques Be able to understand plant propagation Get to know about soil science and its application Learn how plant nutrition can affect the production of your crop Be able to control plant pests and help your plant to grow Know home gardening tips and techniques Know how to take care of ornamental plants Learn the strategies of growing flowering plants and how to cut flowers Get a clear understanding of aquaculture and permaculture Learn the basic principles of animal farming Be able to take care of animals on your farm properly Who is this course for? This comprehensive Agricultural Science Masterclass is ideal for those who want to learn more about agricultural science and work in the agriculture industry. Entry Requirement This course is available to all learners, of all academic backgrounds. Learners should be aged 16 or over to undertake the qualification. Good understanding of English language, numeracy and ICT are required to attend this course. Certification After you have successfully completed the course, you will be able to obtain an Accredited Certificate of Achievement. You can however also obtain a Course Completion Certificate following the course completion without sitting for the test. Certificates can be obtained either in hardcopy at the cost of £39 or in PDF format at the cost of £24. PDF certificate's turnaround time is 24 hours, and for the hardcopy certificate, it is 3-9 working days. Why choose us? Affordable, engaging & high-quality e-learning study materials; Tutorial videos/materials from the industry-leading experts; Study in a user-friendly, advanced online learning platform; Efficient exam systems for the assessment and instant result; The UK & internationally recognized accredited qualification; Access to course content on mobile, tablet or desktop from anywhere anytime; The benefit of career advancement opportunities; 24/7 student support via email. Career Path Agricultural Science Masterclass is a useful qualification to possess and would be beneficial for any related profession or industry such as: Agricultural Scientists Animal Scientists Soil Scientists Crop Scientists Agricultural And Food Scientists Farmers Green House Managers Horticultural Scientists Plant Pathologists Water Quality Specialists Module 1: Introduction to Agricultural Science Introduction to Agricultural Science 00:20:00 Module 2: Horticulture and The Nursery Production Horticulture and The Nursery Production 00:24:00 Module 3: Plant Propagation Plant Propagation 00:34:00 Module 4: Soil Science Soil Science 00:27:00 Module 5: Plant Nutrition Plant Nutrition 00:27:00 Module 6: Controlling Plant Pests Controlling Plant Pests 00:26:00 Module 7: Weed Control Weed Control 00:32:00 Module 8: Home Gardening Home Gardening 00:19:00 Module 9: Ornamental Plants Ornamental Plants 00:16:00 Module 10: Cut Flowers Cut Flowers 00:20:00 Module 11: Permaculture Permaculture 00:22:00 Module 12: Aquaculture Aquaculture 00:20:00 Module 13: Animal Farming - Raising Beef Cattle Animal Farming - Raising Beef Cattle 00:26:00 Module 14: Animal Farming - Milking of Dairy Cattle Animal Farming - Milking of Dairy Cattle 00:25:00 Certificate and Transcript Order Your Certificates and Transcripts 00:00:00

Artificial Intelligence (AI) is the most disruptive technology since the internet came onto the scene. AI is transforming every aspect of how we manage projects from developing a business case, to planning the work, managing risk, and tracking performance. Because the technology and market are moving so fast, it can be difficult to know how to start using AI on projects. Generative AI for Project Management will engage you with diverse Generative AI tools to start, plan, and manage either your own project or a generic case study. We will embrace a tool agnostic approach to adopting, integrating, and scaling Generative AI without compromising data or trust. You will have hands-on practice utilizing AI tools to optimize your time and your outcomes. You will be accessing a variety of AI tools requiring you to register for a free account. A computer is required for all traditional classroom deliveries. None At the end of this program, you will be able to: Define essential terms and concepts related to artificial intelligence (AI) Illustrate how prompts facilitate interaction with Generative AI Recognize the capabilities of Large Language Models Craft prompts to develop project origination documents Create prompts to assist in planning a project Develop user stories with Generative AI Analyze project performance using Generative AI Identify the limitations of Generative AI Identify the risks associated with using Generative AI Articulate the need for governance and ethics when establishing an AI program in an organization Course Overview Getting Started Foundation Concepts Understanding essential terms and concepts related to AI Exploring various Generative AI Models Understanding Prompts Creating Prompts for Project Startup Prompts for starting a project Prompts for planning a project Best Practices for prompt engineering Creating Prompts for Managing Projects Creating agile user stories Measuring project performance Analyzing a schedule Using Generative AI Responsibly Limitations of AI Models Establishing an AI governance framework Future trends and next steps Summary and Next Steps

You may have heard of Dyslexia often around the UK, but how much do you know about this word? Do you know it is a common disease, and anyone can have this illness without being aware of it? The Dyslexia Awareness training - CPD certified online course will educate you about this disease in detail. This Course at a Glance In the dyslexia awareness training course, the learners will be able to learn the following: Get introduced to Dyslexia. Learn the cause of Dyslexia. Understand How It Feels to Be a Dyslexic. Discover the Characteristics of the Dyslexic Brain and more. Obtain a CPD UK accredited certificate. Learn through engaging video-based training sessions. Continuous tutor support is available 24/7. Dyslexia Awareness Training - CPD Certified Online Course Overview The Dyslexia Awareness Training is developed to raise awareness all around the UK and worldwide. This course will help the learners to identify dyslexia disease. It will teach the learners how to overcome this illness as well. The dyslexia training course will increase learners' knowledge of this issue by openly discussing dyslexia's causes, characteristics, and more. Overall, this course will help you to open your eyes to see the issue that has been unnoticed for a while. You will learn about dyslexia and, at the same time, gain a valuable certificate to join this precious course on Dyslexia. The course is accredited by CPD UK, valued by employers, professional organisations, and academic institutions. Your training provider can advise you on any further recognition, for example, progression routes into further and higher education. For details, please visit the Learner FAQs on our website.  Who should take this course? The dyslexia awareness training course is designed for the following: Any individual who wishes to work as a social worker. Any person who wants to enhance their general knowledge. Parents and caregivers can do this course. Any medical student who wishes to learn every type of disease. The psychologist, therapist, and school teacher as well. Entry Requirements The Dyslexia Awareness Training - CPD Certified Online Course requires no academic qualification. It is accessible to students from diverse backgrounds, and students enthusiastic about learning new things will primarily benefit. However, You need a laptop, desktop, tablet, or smartphone and a reliable internet connection to enter this course on gardening. Assessment On the assessment round, you will participate in the MSQ test to examine your learning from this course. After completing the gardening course's all modules, learners must answer MCQs to complete the assessment procedure. The MCQ test measures how much a learner can grasp from each section. In the assessment test, you must get 60% as a pass mark. Course Curriculum Introduction - What is Dyslexia? ● Meaning of Dyslexia ● Some Important Points Regarding Dyslexia Causes of Dyslexia Main reason for dyslexia is reduced phonological awareness - poorer ability to identify, differentiate and manipulate sounds and to learn how sounds correspond to letters. Identification of Dyslexia ● Signs of Dyslexia Other Learning Difficulties with Dyslexia ● Dyspraxia ● ADHD - Attention Deficit and Hyperactivity Disorder ● Dyscalculia ● Asperger's Syndrome How Does It Feel to Be a Dyslexic ● Difficulties Faced by Dyslexics The Characteristics of the Dyslexic Brain ● An Inefficient Short-Term Memory System, Sometimes Also Called the Working Memory ● A Difficulty in Processing Sounds and Making Sense of Them ● Difficulties with Co-ordination and Motor Skills ● Difficulties with Visual Processing Assessment for Dyslexia ● How does the Assessment Report Prove that you are Dyslexic? ● How does it relate to you? ● The Language of the Assessment ● Responses to having a Diagnostic Assessment ● Some Considerations About Using Your Report Dyslexia in the School or Any Educational Setting ● Problems with Reading ● Problems with Writing Dyslexia in the Workplace ● Understanding Dyslexia Discrimination ● How to Deal with Dyslexia at Work ● Dyslexia Friendly Training ● Dyslexia Friendly Teaching Treatment of Dyslexia ● Is There Help for Dyslexia? ● Education Intervention ● Dyslexia Resources and Technological Techniques ● Psychological Counselling ● Dyslexia in Adults Teaching Dyslexics in Dyslexia-Friendly Learning Environment ● Accommodating Dyslexic Learning Differences in The Classroom ● Best Practices to Help Dyslexic Learners Overcome Difficulties  Teaching Tools  Day-To-Day Teaching Methods  Classroom Management Dyslexia Strengths and Rewards ● Innovative Thinking ● Problem Solving ● Empathy ● Determination ● Reasoning ● Three-Dimensional Thinking ● Storytelling Legal Rights of Dyslexics ● Legislation ● The Equality Act 2010 ● The Equality Act 2010 ● Public Sector Equality Duty Conclusion Recognised Accreditation CPD Certification Service CPD stands for Continuing Professional Development. This term refers to learning activities that professionals undertake to improve their skills and capabilities. Employers and professional organizations globally recognize CPD UK. Thus, a certificate from CPD Certification Service creates value for your professional goal and achievement. Certificate of Achievement Certificate of Achievement from Lead Academy After successfully passing the MCQ exam, you can order your certificate of achievement as proof of your new skill. The certificate of achievement is an official credential that confirms that you successfully finished a course with Lead Academy. The certificate can be obtained in PDF version for £12, and there is an additional fee to receive a printed copy certificate which is £35. FAQs What is Dyslexia? Dyslexia is a brain disorder where the affected people have learning issues that include reading, writing, and spelling problems. Is Dyslexia common in the UK? You will be shocked when you know that over 6.3 million people have dyslexia started by the British Dyslexia Association. What is the possible career path after doing this course? You can pursue various careers after this course, such as working as a social worker, in an international NGO, and more. What causes Dyslexia? Scientists have found many reasons that trigger this issue, but you will learn extensively all causes of brain disorders in the course. So, get enrolled to expand your learning. Can this disease easily be identified? Not really. This illness is only easily identified if it is several. Most of the time, people can not understand the issue and instead treat these kinds of learning difficulties as a minor issue for students. How will I purchase this course? First, select your desired course plan among the multiple existing course plans on the right side of your screen, then select the payment type, and once you made the payment, you can access the course any time you want. I made my payment. How will I get access to the Dyslexia Awareness Training course? A confirmation email will be sent to your registered email after payment. Hereafter anytime, you can start your learning journey with Lead Academy. I am from outside the UK. Will I get access to the Course? Yes, you can. Since it is an e-learning course, anyone from anywhere can enrol in our courses. What is an Accredited course? The professional body approves the procedures if any e-learning platform claims its courses are accredited. What is the benefit of doing an accredited course? You will only realize the benefit of having a CPD-accredited certificate once you face the corporate world. As employees, job places, and more value the CPD-accredited certificate, you must own this certificate by doing the course with us. What do you mean by a CPD course? CPD refers to Continuing Professional Development, and the CPD-accredited course is developed for individuals who want to improve and update their skills within their professional field continuously. This certificate claims that the certificate holder's knowledge is up-to-date in their work area.

🚀 Unlock Your Potential with the DBT Mastery Program: Visual Learning and Comprehensive Guide! 🌟   Are you ready to transform your life and take control of your emotional well-being? Introducing the DBT Mastery Program, your ultimate guide to mastering Dialectical Behavior Therapy with a unique emphasis on visual learning!   🎨 Visual Learning Reinvented: Say goodbye to tedious textbooks and embrace an immersive learning experience! Our DBT Mastery Program leverages the power of visual aids, infographics, and engaging content to make complex concepts easy to understand and apply in your daily life. Visualize your progress and witness tangible results as you embark on your journey to emotional mastery.   🧠Comprehensive Guide to DBT: Dive deep into the core principles of Dialectical Behavior Therapy with our comprehensive guide. From emotion regulation and interpersonal effectiveness to distress tolerance and mindfulness, this program covers it all. Our expertly crafted modules ensure that you not only grasp the theory but also gain practical skills to navigate life's challenges with confidence.   🔍 What You'll Learn: Understand and regulate your emotions effectively. Improve your interpersonal relationships with proven strategies. Develop distress tolerance skills for resilience in challenging situations. Cultivate mindfulness to live in the present moment. Enhance your decision-making abilities through wise mind practices.   👩‍💻 Who is this Program For? Individuals seeking practical tools for emotional regulation. Therapists and counselors looking to deepen their understanding of DBT. Anyone interested in personal growth and self-improvement.   💡 Why Choose the DBT Mastery Program? Expert Guidance: Learn from seasoned professionals with extensive experience in DBT. Flexible Learning: Access the course at your own pace, anytime, anywhere. Interactive Modules: Engaging exercises and activities to reinforce your learning. Lifetime Access: Enjoy continuous access to course updates and new content.   🎁 Exclusive Bonus: Enroll now and receive a complimentary workbook to reinforce your learning and track your progress!   🌈 Invest in Yourself Today! The DBT Mastery Program is not just a course; it's a transformative experience that empowers you to navigate life's challenges with resilience and confidence. Don't miss this opportunity to embark on a journey of self-discovery and emotional mastery. 🚨 Limited seats available! Secure your spot now and embrace the path to a balanced and fulfilling life. Click 'Enroll Now' and take the first step towards a brighter, emotionally resilient future! Course Curriculum DBT Mastery Program: Visual Learning and Comprehensive Guide DBT- Course Overview 05:07 DBT-Introduction to DBT 06:45 DBT-How Does DBT Work 07:23 DBT-DBT Strategies 07:37 DBT-Mindfulness Skills 05:28 DBT-Distress Tolerance Skills 05:16 DBT-Emotion Regulation Skills 03:05 DBT-Interpersonal Effectiveness Skills 02:05 DBT-Multistage Approach of DBT 04:40 DBT-Prioritizing Treatment Targets 02:30 DBT-Behavioral Analysis 02:23 DBT-DBT in BPD 03:47 DBT-DBT in Depression 03:45 DBT-DBT in Anxiety and Obsessive-Compulsive Disorder 03:40 DBT-DBT in Eating Disorders 02:52 DBT-DBT in Substance Dependence 03:25 DBT-DBT in Suicidal and Self-Destructive Behaviours 02:36

🚀 Unlock Your Potential with the DBT Mastery Program: Visual Learning and Comprehensive Guide! 🌟   Are you ready to transform your life and take control of your emotional well-being? Introducing the DBT Mastery Program, your ultimate guide to mastering Dialectical Behavior Therapy with a unique emphasis on visual learning!   🎨 Visual Learning Reinvented: Say goodbye to tedious textbooks and embrace an immersive learning experience! Our DBT Mastery Program leverages the power of visual aids, infographics, and engaging content to make complex concepts easy to understand and apply in your daily life. Visualize your progress and witness tangible results as you embark on your journey to emotional mastery.   🧠Comprehensive Guide to DBT: Dive deep into the core principles of Dialectical Behavior Therapy with our comprehensive guide. From emotion regulation and interpersonal effectiveness to distress tolerance and mindfulness, this program covers it all. Our expertly crafted modules ensure that you not only grasp the theory but also gain practical skills to navigate life's challenges with confidence.   🔍 What You'll Learn: Understand and regulate your emotions effectively. Improve your interpersonal relationships with proven strategies. Develop distress tolerance skills for resilience in challenging situations. Cultivate mindfulness to live in the present moment. Enhance your decision-making abilities through wise mind practices.   👩‍💻 Who is this Program For? Individuals seeking practical tools for emotional regulation. Therapists and counselors looking to deepen their understanding of DBT. Anyone interested in personal growth and self-improvement.   💡 Why Choose the DBT Mastery Program? Expert Guidance: Learn from seasoned professionals with extensive experience in DBT. Flexible Learning: Access the course at your own pace, anytime, anywhere. Interactive Modules: Engaging exercises and activities to reinforce your learning. Lifetime Access: Enjoy continuous access to course updates and new content.   🎁 Exclusive Bonus: Enroll now and receive a complimentary workbook to reinforce your learning and track your progress!   🌈 Invest in Yourself Today! The DBT Mastery Program is not just a course; it's a transformative experience that empowers you to navigate life's challenges with resilience and confidence. Don't miss this opportunity to embark on a journey of self-discovery and emotional mastery. 🚨 Limited seats available! Secure your spot now and embrace the path to a balanced and fulfilling life. Click 'Enroll Now' and take the first step towards a brighter, emotionally resilient future! Course Curriculum DBT Mastery Program: Visual Learning and Comprehensive Guide DBT- Course Overview 00:00 DBT-Introduction to DBT 00:00 DBT-How Does DBT Work 00:00 DBT-DBT Strategies 00:00 DBT-Mindfulness Skills 00:00 DBT-Distress Tolerance Skills 00:00 DBT-Emotion Regulation Skills 00:00 DBT-Interpersonal Effectiveness Skills 00:00 DBT-Multistage Approach of DBT 00:00 DBT-Prioritizing Treatment Targets 00:00 DBT-Behavioral Analysis 00:00 DBT-DBT in BPD 00:00 DBT-DBT in Depression 00:00 DBT-DBT in Anxiety and Obsessive-Compulsive Disorder 00:00 DBT-DBT in Eating Disorders 00:00 DBT-DBT in Substance Dependence 00:00 DBT-DBT in Suicidal and Self-Destructive Behaviours 00:00

Duration 5 Days 30 CPD hours This course is intended for This course is designed for students who want to learn the R programming language, particularly students who want to leverage R for data analysis and data science tasks in their organization. The course is also designed for students with an interest in applying statistics to real-world problems. A typical student in this course should have several years of experience with computing technology, along with a proficiency in at least one other programming language. Overview In this course, you will use R to perform common data science tasks.You will: Set up an R development environment and execute simple code. Perform operations on atomic data types in R, including characters, numbers, and logicals. Perform operations on data structures in R, including vectors, lists, and data frames. Write conditional statements and loops. Structure code for reuse with functions and packages. Manage data by loading and saving datasets, manipulating data frames, and more. Analyze data through exploratory analysis, statistical analysis, and more. Create and format data visualizations using base R and ggplot2. Create simple statistical models from data. In our data-driven world, organizations need the right tools to extract valuable insights from that data. The R programming language is one of the tools at the forefront of data science. Its robust set of packages and statistical functions makes it a powerful choice for analyzing data, manipulating data, performing statistical tests on data, and creating predictive models from data. Likewise, R is notable for its strong data visualization tools, enabling you to create high-quality graphs and plots that are incredibly customizable. This course will teach you the fundamentals of programming in R to get you started. It will also teach you how to use R to perform common data science tasks and achieve data-driven results for the business. Lesson 1: Setting Up R and Executing Simple Code Topic A: Set Up the R Development Environment Topic B: Write R Statements Lesson 2: Processing Atomic Data Types Topic A: Process Characters Topic B: Process Numbers Topic C: Process Logicals Lesson 3: Processing Data Structures Topic A: Process Vectors Topic B: Process Factors Topic C: Process Data Frames Topic D: Subset Data Structures Lesson 4: Writing Conditional Statements and Loops Topic A: Write Conditional Statements Topic B: Write Loops Lesson 5: Structuring Code for Reuse Topic A: Define and Call Functions Topic B: Apply Loop Functions Topic C: Manage R Packages Lesson 6: Managing Data in R Topic A: Load Data Topic B: Save Data Topic C: Manipulate Data Frames Using Base R Topic D: Manipulate Data Frames Using dplyr Topic E: Handle Dates and Times Lesson 7: Analyzing Data in R Topic A: Examine Data Topic B: Explore the Underlying Distribution of Data Topic C: Identify Missing Values Lesson 8: Visualizing Data in R Topic A: Plot Data Using Base R Functions Topic B: Plot Data Using ggplot2 Topic C: Format Plots in ggplot2 Topic D: Create Combination Plots Lesson 9: Modeling Data in R Topic A: Create Statistical Models in R Topic B: Create Machine Learning Models in R

Duration 3 Days 18 CPD hours This course is intended for This course is geared for attendees with solid Python skills who wish to learn and use basic machine learning algorithms and concepts Overview This 'skills-centric' course is about 50% hands-on lab and 50% lecture, with extensive practical exercises designed to reinforce fundamental skills, concepts and best practices taught throughout the course. Topics Covered: This is a high-level list of topics covered in this course. Please see the detailed Agenda below Getting Started & Optional Python Quick Refresher Statistics and Probability Refresher and Python Practice Probability Density Function; Probability Mass Function; Naive Bayes Predictive Models Machine Learning with Python Recommender Systems KNN and PCA Reinforcement Learning Dealing with Real-World Data Experimental Design / ML in the Real World Time Permitting: Deep Learning and Neural Networks Machine Learning Essentials with Python is a foundation-level, three-day hands-on course that teaches students core skills and concepts in modern machine learning practices. This course is geared for attendees experienced with Python, but new to machine learning, who need introductory level coverage of these topics, rather than a deep dive of the math and statistics behind Machine Learning. Students will learn basic algorithms from scratch. For each machine learning concept, students will first learn about and discuss the foundations, its applicability and limitations, and then explore the implementation and use, reviewing and working with specific use casesWorking in a hands-on learning environment, led by our Machine Learning expert instructor, students will learn about and explore:Popular machine learning algorithms, their applicability and limitationsPractical application of these methods in a machine learning environmentPractical use cases and limitations of algorithms Getting Started Installation: Getting Started and Overview LINUX jump start: Installing and Using Anaconda & Course Materials (or reference the default container) Python Refresher Introducing the Pandas, NumPy and Scikit-Learn Library Statistics and Probability Refresher and Python Practice Types of Data Mean, Median, Mode Using mean, median, and mode in Python Variation and Standard Deviation Probability Density Function; Probability Mass Function; Naive Bayes Common Data Distributions Percentiles and Moments A Crash Course in matplotlib Advanced Visualization with Seaborn Covariance and Correlation Conditional Probability Naive Bayes: Concepts Bayes? Theorem Naive Bayes Spam Classifier with Naive Bayes Predictive Models Linear Regression Polynomial Regression Multiple Regression, and Predicting Car Prices Logistic Regression Logistic Regression Machine Learning with Python Supervised vs. Unsupervised Learning, and Train/Test Using Train/Test to Prevent Overfitting Understanding a Confusion Matrix Measuring Classifiers (Precision, Recall, F1, AUC, ROC) K-Means Clustering K-Means: Clustering People Based on Age and Income Measuring Entropy LINUX: Installing GraphViz Decision Trees: Concepts Decision Trees: Predicting Hiring Decisions Ensemble Learning Support Vector Machines (SVM) Overview Using SVM to Cluster People using scikit-learn Recommender Systems User-Based Collaborative Filtering Item-Based Collaborative Filtering Finding Similar Movie Better Accuracy for Similar Movies Recommending movies to People Improving your recommendations KNN and PCA K-Nearest-Neighbors: Concepts Using KNN to Predict a Rating for a Movie Dimensionality Reduction; Principal Component Analysis (PCA) PCA with the Iris Data Set Reinforcement Learning Reinforcement Learning with Q-Learning and Gym Dealing with Real-World Data Bias / Variance Tradeoff K-Fold Cross-Validation Data Cleaning and Normalization Cleaning Web Log Data Normalizing Numerical Data Detecting Outliers Feature Engineering and the Curse of Dimensionality Imputation Techniques for Missing Data Handling Unbalanced Data: Oversampling, Undersampling, and SMOTE Binning, Transforming, Encoding, Scaling, and Shuffling Experimental Design / ML in the Real World Deploying Models to Real-Time Systems A/B Testing Concepts T-Tests and P-Values Hands-on With T-Tests Determining How Long to Run an Experiment A/B Test Gotchas Capstone Project Group Project & Presentation or Review Deep Learning and Neural Networks Deep Learning Prerequisites The History of Artificial Neural Networks Deep Learning in the TensorFlow Playground Deep Learning Details Introducing TensorFlow Using TensorFlow Introducing Keras Using Keras to Predict Political Affiliations Convolutional Neural Networks (CNN?s) Using CNN?s for Handwriting Recognition Recurrent Neural Networks (RNN?s) Using an RNN for Sentiment Analysis Transfer Learning Tuning Neural Networks: Learning Rate and Batch Size Hyperparameters Deep Learning Regularization with Dropout and Early Stopping The Ethics of Deep Learning Learning More about Deep Learning Additional course details: Nexus Humans Machine Learning Essentials with Python (TTML5506-P) training program is a workshop that presents an invigorating mix of sessions, lessons, and masterclasses meticulously crafted to propel your learning expedition forward. This immersive bootcamp-style experience boasts interactive lectures, hands-on labs, and collaborative hackathons, all strategically designed to fortify fundamental concepts. Guided by seasoned coaches, each session offers priceless insights and practical skills crucial for honing your expertise. Whether you're stepping into the realm of professional skills or a seasoned professional, this comprehensive course ensures you're equipped with the knowledge and prowess necessary for success. While we feel this is the best course for the Machine Learning Essentials with Python (TTML5506-P) course and one of our Top 10 we encourage you to read the course outline to make sure it is the right content for you. Additionally, private sessions, closed classes or dedicated events are available both live online and at our training centres in Dublin and London, as well as at your offices anywhere in the UK, Ireland or across EMEA.

Duration 3 Days 18 CPD hours This course is intended for This course is geared for Python experienced attendees who wish to learn and use basic machine learning algorithms and concepts. Students should have skills at least equivalent to the Python for Data Science courses we offer. Overview Working in a hands-on learning environment, guided by our expert team, attendees will learn to Understand the main concepts and principles of predictive analytics Use the Python data analytics ecosystem to implement end-to-end predictive analytics projects Explore advanced predictive modeling algorithms w with an emphasis on theory with intuitive explanations Learn to deploy a predictive model's results as an interactive application Learn about the stages involved in producing complete predictive analytics solutions Understand how to define a problem, propose a solution, and prepare a dataset Use visualizations to explore relationships and gain insights into the dataset Learn to build regression and classification models using scikit-learn Use Keras to build powerful neural network models that produce accurate predictions Learn to serve a model's predictions as a web application Predictive analytics is an applied field that employs a variety of quantitative methods using data to make predictions. It involves much more than just throwing data onto a computer to build a model. This course provides practical coverage to help you understand the most important concepts of predictive analytics. Using practical, step-by-step examples, we build predictive analytics solutions while using cutting-edge Python tools and packages. Hands-on Predictive Analytics with Python is a three-day, hands-on course that guides students through a step-by-step approach to defining problems and identifying relevant data. Students will learn how to perform data preparation, explore and visualize relationships, as well as build models, tune, evaluate, and deploy models. Each stage has relevant practical examples and efficient Python code. You will work with models such as KNN, Random Forests, and neural networks using the most important libraries in Python's data science stack: NumPy, Pandas, Matplotlib, Seabor, Keras, Dash, and so on. In addition to hands-on code examples, you will find intuitive explanations of the inner workings of the main techniques and algorithms used in predictive analytics. The Predictive Analytics Process Technical requirements What is predictive analytics? Reviewing important concepts of predictive analytics The predictive analytics process A quick tour of Python's data science stack Problem Understanding and Data Preparation Technical requirements Understanding the business problem and proposing a solution Practical project ? diamond prices Practical project ? credit card default Dataset Understanding ? Exploratory Data Analysis Technical requirements What is EDA? Univariate EDA Bivariate EDA Introduction to graphical multivariate EDA Predicting Numerical Values with Machine Learning Technical requirements Introduction to ML Practical considerations before modeling MLR Lasso regression KNN Training versus testing error Predicting Categories with Machine Learning Technical requirements Classification tasks Credit card default dataset Logistic regression Classification trees Random forests Training versus testing error Multiclass classification Naive Bayes classifiers Introducing Neural Nets for Predictive Analytics Technical requirements Introducing neural network models Introducing TensorFlow and Keras Regressing with neural networks Classification with neural networks The dark art of training neural networks Model Evaluation Technical requirements Evaluation of regression models Evaluation for classification models The k-fold cross-validation Model Tuning and Improving Performance Technical requirements Hyperparameter tuning Improving performance Implementing a Model with Dash Technical requirements Model communication and/or deployment phase Introducing Dash Implementing a predictive model as a web application Additional course details: Nexus Humans Hands-on Predicitive Analytics with Python (TTPS4879) training program is a workshop that presents an invigorating mix of sessions, lessons, and masterclasses meticulously crafted to propel your learning expedition forward. This immersive bootcamp-style experience boasts interactive lectures, hands-on labs, and collaborative hackathons, all strategically designed to fortify fundamental concepts. Guided by seasoned coaches, each session offers priceless insights and practical skills crucial for honing your expertise. Whether you're stepping into the realm of professional skills or a seasoned professional, this comprehensive course ensures you're equipped with the knowledge and prowess necessary for success. While we feel this is the best course for the Hands-on Predicitive Analytics with Python (TTPS4879) course and one of our Top 10 we encourage you to read the course outline to make sure it is the right content for you. Additionally, private sessions, closed classes or dedicated events are available both live online and at our training centres in Dublin and London, as well as at your offices anywhere in the UK, Ireland or across EMEA.