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.
Overview of Stress & Anxiety Management: Psychology In a world where stress seems to lurk around every corner, mastering the art of stress management has become essential for survival. The UK's mental health landscape paints a vivid picture: according to the Mental Health Foundation, 74% of adults have felt so stressed they've been overwhelmed or unable to cope.This "Stress & Anxiety Management" course is your lifeline in turbulent times. Dive deep into the psychology of stress, unravelling its mysteries and learning to harness its power for good. Discover the subtle differences between stress and anxiety, and arm yourself with a toolkit of coping strategies. From breathing techniques to cognitive behavioural therapy, you'll explore a range of stress management approaches that can transform your life. The Stress Management course doesn't just stop at personal growth; it opens doors to a burgeoning industry. With mental health awareness on the rise, the demand for stress management experts is skyrocketing. Whether you're looking to enhance your own well-being or carve out a career in helping others, this course is your first step towards mastering the art of calm in a chaotic world. In this Stress & Anxiety Management course, you will: Sharpen your skills to help you advance your career. Acquire a comprehensive understanding of various related topics and tips from industry experts. Learn in-demand knowledge and skills in high demand among UK employers, which will help to kickstart your career. Enrolling in the Stress & Anxiety Management: Psychology course can assist you in getting into your desired career faster than you ever imagined. So without further ado, start now! Get a Quick Look at The Course Content: This Stress & Anxiety Management: Psychology Course will help you to learn: Learn strategies to boost your workplace efficiency. Hone your skills to help you advance your career. Acquire a comprehensive understanding of various topics and tips. Learn in-demand skills that are in high demand among UK employers This course covers the topic you must know to stand against the tough competition. The future is truly yours to seize with this Stress & Anxiety Management: Psychology. Enrol today and complete the course to achieve a certificate that can change your career forever. Details Perks of Learning with IOMH One-To-One Support from a Dedicated Tutor Throughout Your Course. Study Online - Whenever and Wherever You Want. Instant Digital/ PDF Certificate. 100% Money Back Guarantee. 12 Months Access. Process of Evaluation After studying the course, an MCQ exam or assignment will test your skills and knowledge. You have to get a score of 60% to pass the test and get your certificate. Certificate of Achievement Certificate of Completion - Digital / PDF Certificate After completing the Stress & Anxiety Management: Psychology course, you can order your CPD Accredited Digital / PDF Certificate for £5.99. Certificate of Completion - Hard copy Certificate You can get the CPD Accredited Hard Copy Certificate for £12.99. Shipping Charges: Inside the UK: £3.99 International: £10.99 Who Is This Course for? This Stress & Anxiety Management: Psychology is suitable for anyone aspiring to start a career in relevant field; even if you are new to this and have no prior knowledge, this course is going to be very easy for you to understand. On the other hand, if you are already working in this sector, this course will be a great source of knowledge for you to improve your existing skills and take them to the next level. This course has been developed with maximum flexibility and accessibility, making it ideal for people who don't have the time to devote to traditional education. Requirements You don't need any educational qualification or experience to enrol in the Stress & Anxiety Management: Psychology course. Do note: you must be at least 16 years old to enrol. Any internet-connected device, such as a computer, tablet, or smartphone, can access this online course. Career Path The certification and skills you get from this Stress & Anxiety Management: Psychology Course can help you advance your career and gain expertise in several fields, allowing you to apply for high-paying jobs in related sectors. Course Curriculum Psychology of Stress What is 'Stress'? 00:09:00 How does 'stress' affect us? 00:09:00 Why do we experience 'stress' differently? 00:10:00 'Good stress' (Eustress) Vs 'Bad stress' (Distress) 00:09:00 'Stress' and 'Burnout' 00:09:00 Individual experiences of 'stress' Coping with stress as an individual 00:09:00 Low ability (inability) to cope with stressors 00:07:00 What do people use to cope with stress? 00:10:00 'Addictions' and Coping with 'Stress' 00:09:00 Stress Management 'Breathing' in Stress Management 00:08:00 Stress-Reducing Techniques 00:10:00 Medication Treatments (Pharmacology) - Part 1 00:06:00 Medication Treatments (Pharmacology) - Part 2 00:04:00 Nutrition and 'Stress' - Part 1 00:04:00 Nutrition and 'Stress' - Part 2 00:06:00 Psychology of 'Anxiety' What do we call 'anxiety'? 00:06:00 What is the difference between 'stress' and 'anxiety'? 00:07:00 When does 'anxiety' become an 'anxiety disorder'? 00:05:00 Anxiety Disorders Generalised Anxiety Disorder (GAD) 00:08:00 Social Anxiety Disorder (Social Phobia) 00:08:00 Panic Disorder 00:07:00 'Addictions' and Anxiety Disorders 00:10:00 Coping with Anxiety Psychotherapy for Anxiety Disorders 00:08:00 Cognitive Behavioural Therapy (CBT) for Anxiety Disorders 00:09:00 Mindfulness & Mindfulness Based Therapy (MBT) 00:11:00 Medial Treatments (Pharmacology) 00:05:00 Anxiety-Reducing Techniques 00:10:00 Final Words Good Bye and Thank You! 00:02:00 Resources Resources - Psychology of Anxiety & Stress 00:00:00
The Positive Psychology course to explore core values, shape a profound vision and create an actionable plan for your best life.
Some fun with mixed media, inks, Used in a very unusual way.
Some fun with mixed media, inks, watercolour ink. Used in a very unusual way.
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Moon gazing hare workshop . The workshop lasts for one hour and forty five minutes and is a step by step guide on how to make a moon gazing hare. You can watch it as many times as you like and pause it at your leisure. Ideal for people who can't make it to my real life workshops or for those who want to follow up at home. If you do not have access to a kiln then you can use air dry clay. A list of suggested materials and tools will be sent out to you with the workshops and if you have any questions please feel free to message me.
This comprehensive course is designed to take you on a journey of mastering React, the popular JavaScript library for building dynamic user interfaces, and combining it with the power of .NET API for seamless back-end integration. This course will provide you with a solid foundation and hands-on experience in building full-stack applications.