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.
Join us for a heartfelt discussion on navigating through grief with a positive mindset. Learn about healthy coping mechanisms and habits that can help you find peace and healing during difficult times. We will share valuable insights and practical tips to guide you towards a happier and healthier life. Register now and take the first step towards a brighter tomorrow! Learn how to cultivate positive habits to navigate through grief & loss and find happiness in life at our FREE event, Happy Life Habits: Positive Grief. Positive Grief will explore and share: Everyone’s grief journey is different 5+1 stages of Grief Top 5 regrets of the Dying Ideas on helping someone who is going through grief Ideas on helping yourself when experiencing grief Agenda What is Grief ? Positive Grief Grief Journey Growing around Grief Life & Death The End?
Challenging behaviour is causing increasing concern today as many individuals have increasing levels of stress and uncertainty in their lives. Understanding the causes of challenging behaviour is the first step towards finding ways to support individuals and manage their behaviour.
This course presents an approach for dealing with security and privacy throughout the entire software development lifecycle. You will learn about vulnerabilities that undermine security, and how to identify and remediate them in your own projects.
“Photography is my way of bearing witness to the joy I find in seeing the extraordinary in ordinary.” -Harold Feinstein Photography For Parents - Advanced Course Next course starts on 15th April 2024 6 week Photography course designed to help further advance your photography skill and move beyond simply capturing what's in front of you. Choose this course if you are already friends with your camera but want to learn how to shoot creatively in full manual, how to go beyond the basic composition rules and start expressing yourself through photography KEY COURSE INFO: Course type: Instructor-led or self paced Course duration: 6 weeks Course format: Online course with Interactive weekly live classes, personal photo feedback and support group WHAT YOU LEARN: In this course we build on the key photo skills we introduce in the Fundamentals Course and learn some new ones ( although completing the Fundamentals course is not a pre-requisite) You will love this course if you want to keep growing your photographic eye, truly control your camera and start making your photos reflect who you are and who your family are. This is the course where your photography really picks up the pace. We will support and challenge you to help you find your own voice in photography. creative use of manual mode creating strong compositions low light shooting capturing emotions introduction to flash using colour in photography THIS IS THE COURSE FOR YOU IF : Are already familiar with your camera - but want to get better at using it in full manual - with no overwhelm or frantic guesswork You want to take photographs that look more polished and that truly show you what you pictured in your head - still true to your kids and who they are You want to be able to capture true emotions and express yourself through photography You want to get more creative with light and colour to elevate your images and make them shine Next course starts on 15th April 2024 The bookings for this course are not open yet - request to be added to the waiting list to be offered priority booking and Early Bird prices when the course registration opens 5 core course modules Support Facebook group Weekly online Live class Personal Feedback on your images BONUS: extra module with ideas to keep your creativity flowing BONUS: PDF course workbook HERE IS WHAT YOU WILL LEARN in this course : This course was designed to help you grow your photography skills beyond just being able to take "nice looking photos". You will love this course if you want to keep growing your photographic eye, truly control your camera and start making your photos reflect who you are and who your family are. This is the course where your photography really picks up the pace. We will support and challenge you to help you find your own voice in photography. How do I get FULL control of my camera? - shooting in full manual - but with clarity and purpose When is the ‘correct’ exposure not the RIGHT one and why is my camera confused? And more importantly, how to fix it in camera? How do you capture genuine emotion and NOT just fake smiles? No more 'smile for Mummy' How to make your light AND SHADOWS work for you? and capture stunning images even if you think you have barely any light What makes a ‘strong image’ and how do I begin to get them more consistently? INSIDE THE MODULES - aka WHAT DO YOU LEARN? Module 1: Getting started in Manual mode First steps into shooting in full manual – understanding your exposure and metering, finding correct exposure for your subject, handling over and under exposure and adjusting your settings without even taking your camera away from your eyes. Major Takeaways: At the end of the module you will have gained full control of your camera - no more guessing game and unpredictable results with all the control going firmly to you. You will be able to understand your jump off points for different situations and how to adjust them to the changing light or environment Module 2: More on manual exposure and why your camera is often wrong Learning when the ‘correct’ exposure is not the “right exposure”, understanding and interpreting your histograms, learning how your environment can help you get the right exposure even in tricky light, dealing with challenging light situations. Major Takeaways: Knowing when to trust and not trust your camera's exposure assessment. Knowing exactly how to adjust things when the images don't turn out looking right out of the camera. Having a method to help you capture different colour accurately - especially when it comes to skin tones, or elements that are bright or dark Module 3: Powerful composition Learning what makes a strong image and learning to create your own, consistently, with the help of our advanced composition techniques – beyond the rule of thirds. Visual storytelling and creating connection to create images which go beyond just pretty. Major Takeaways: Learning new concepts in composition - things that will help you create exiting visual flow, help with impactful storytelling and draw the viewer's eye into the image rather than away from it. Next course starts on 15th April 2024Get your space now Module 4: No such thing as bad light There is no such thing as bad light - even with just a sliver of it you can make a statement in your images. In this module we teach you how to work with low light - through low key photography - playing with light and shadows. And we give you an introduction to Flash - for when you want to boost your existing natural light that little bit more. Major Takeaways: You will learn how to use light and shadows to your advantage, literally learning to paint with light - letting it uncover your subject, and hide what you want to stay out of light. Much like the light module in our Fundamentals course this is very much an AH-HA lesson that will shake your photography to its core. Module 5: Photographing emotions In this module we get under our subject's skin and focus on photographing emotions. We show you how to reply on more than facial expression to show emotions and how to use your creative toolkit, including colour theory to make the viewer see and understand the emotion felt in the moment. Major Takeaways: Learning how to capture genuine connection with your subject and their true emotions – whether happy or mad! Going beyond the smiles or frowny faces to portray your children’s true selves and capturing the moment. Using body language and other creative means – from colour theory, editing style and more! BONUS Module 6: Your creative self Exploring various photographic styles and conventions. Learning to recognise your own strengths and weaknesses and taking steps to grow further. Bonus creative exercises to take you outof your rut and help you continue to grow your photography. In my opinion Advanced level 2 is absolute must as it expand the knowledge from level 1 to the point, that you can take photos confidently, and knowing what you do. I did it online and my teachers were superb, passionate, helpful and very flexible. Aga Stefaniak Photography for Parents ADVANCED Book your space now: COURSE STARTS : 15th April 2024( 6 weeks incl 1 week break)COURSE COST : £279 (payment plans available) What’s included: 6 weekly modules covering all key aspects of children’s photography, weekly live online class ( also recorded) - on Wednesday evenings personal feedback and advice on your images private support group PDF workbook Photography for Parents ADVANCED But will it work for me? - our guarantee: We know our course works. We have seen a few thousands of students go through our courses and really improve. BUT, if you find that after the first couple of modules that it just doesn't work for you, you haven't learnt anything new, it's the wrong level for you, you haven't improved, or you simply don't get on or engage with it - we will simply refund you in full. Simple as that!
Microsoft Excel training | Excel Courses for Accountants: Excel Courses Overview Microsoft Excel is the world's most popular spreadsheet program, learning how to use the software with Osborne Training shows that you've taken one of the best Excel training courses available. Comprehensive excel courses come with up to date material to practice at home and during your class. Excel courses for accountants This course is a highly recognised excel course for accountants. We will also provide a step by step manual of all the tricks you can do using Excel spreadsheets to gain better management reporting and budgeting skills. It is a fundamental program for professional Accountants. Excel spreadsheets are the most powerful tool, extensively used for reporting and analysis. Having advanced skills in excel can excel your career and help you to stand ahead of the competitive job market. Advanced skills in Excel is a must for any potential professional accountants and who are already running a practice or considering opening a practice. Certificate of Attendance Excel Course Content Creating worksheets, formatting text Simple and complex formulas Handling rows and columns Average, max and min functions and using charts. Use of IF Formula Summing Techniques Cell References Formula Linking Tables and Bordering Look up References (Vlookup, Hlookup, etc) Data Validation Conditional Formatting Date & Time Formulas Charts & Graphs Protection & Security Creating Pivot Table Pivot Table Analysis
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The Food Hygiene Regulations 2006 are considered to be the most important food safety and hygiene regulations in the UK. These regulations go one step further than the Food Safety Act 1990 as they specify that ALL food businesses have a legal obligation to make sure that food they prepare and serve to the public is safe and hygienic.
Introduction to Agile for Executives: In-House Training This session provides executives with an overview of Agile values and principles, the key benefits of an Agile approach, and its differences with the traditional Waterfall method. During the session, we compare and contrast the major Agile methods, with an emphasis on Scrum, as the most popular in the market. And most importantly, we present some criteria for Agile Transformation, possible certifications to pursue, and what is needed at the senior leadership level to achieve the best business results. What you will Learn At the end of this program, you will be able to: Explain the basics and benefits of using an Agile approach Describe the Scrum framework, its events, artifacts, and roles and responsibilities Illustrate an Agile approach outside of Software Development Define Scaled Agile Determine how to support an Agile transformation for your organization Getting Started Introduction Course structure Course goals and objectives Agile Introduction What is Agile? Agile benefits Agile myths and realities Overview of Agile Methods Overview of Agile methods Scrum method Lean and Kanban methods Criteria and certifications What Executives Need to Know About Agile Agile is not just for IT Agile can be scaled Agile transformation needs your support Summary and Next Steps Review Personal Action Plan
What does this course cover? This is an online course for developing history leadership in primary teaching. This term, we will be piloting the course as an immersive programme covering the key elements of primary history subject leadership, enabling all involved in history leadership at primary to carry out their role effectively. How is this course structured and delivered? The course will take place in ten online sessions from January–May 2025. Sessions 1, 8 and 10 are compulsory to attend live. Participants will be required to complete a gap task after each session and contribute to an online reflection diary. The other sessions will be recorded for participants to work through at their convenience, though participants are encouraged to attend the recording sessions live in order to make the most of the programme. All recordings will be made available on the course Moodle page within two working days of the live recording session. Who is this course for? This programme is designed for anyone who is a subject coordinator or subject leader for history in their primary school. You may have just been appointed as a subject leader, or be more experienced but looking for formal training or fresh inspiration and direction. What are the outcome? This course will: equip you fully for the demands of history leadership in primary schools increase your confidence to develop an innovative, inclusive and effective history curriculum in your school develop your understanding of efficient action planning and how to make a wider impact help you to make the case for history with senior leaders enable you to enthuse others and lead staff meetings about history develop your understanding of current issues in primary history education The course will include a chance to share resources and assessment approaches, plus much more What will each session cover? Session 1: Introductory meeting (Live attendance) Wednesday 22 January 2025, 4pm–5.30pm Introduction and aims Reflection activity on the current state of history in your school Key responsibilities of the history subject leader Current Ofsted implications for the subject and what to expect in an inspection How the HA and latest Ofsted material can support you Session 2: What makes an effective history subject leader? (Live and recorded) Monday 27 January 2025, 4pm–5.30pm How to effectively support teachers and learners as a history leader How to create a vision, lead change, and manage time Effective action planning and improvement Auditing your history provision and building your evidence trail Developing an innovative, inclusive and effective history curriculum in your school Disciplinary knowledge: What is history? What do historians do? Suggested gap task: Conducting teacher and/or pupil voice questionnaires. Compulsory gap task: Add to your reflection diary for the programme. If relevant, reflect on how you will use the teacher questionnaire or pupil voice. Session 3: What makes effective teaching of history? (Live and recorded) Wednesday 19 February 2025, 4–5.30pm The role of the teacher Supporting SEND pupils Securing substantive knowledge and concepts across the curriculum How to support colleagues by identifying core knowledge How to involve the whole staff in mapping out and embedding the progression of concepts across the curriculum Suggested gap task: Consider SEND in your curriculum. Compulsory gap task: Add to your reflection diary for the programme reflecting on SEND. Session 4: Curriculum and practice at EYFS (Live and recorded) Tuesday 25 February 2025, 4–5.30pm Unpicking and supporting the requirements of the EYFS curriculum and Development Matters Developing historical and chronological understanding in EYFS as part of Understanding the world Progression and transition from EYFS to Key Stage 1 Ensuring coherence: how to start developing concepts Making use of the local history on your doorstep for EYFS and KS1 Accessing resources and support for EYFS Suggested gap task: Fact finding and liaison. Compulsory gap task: Add to your reflection diary for the programme reflecting on current EYFS practice. Session 5: Curriculum and practice at Key Stage 1 (Live and recorded) Monday 3 March 2025, 4pm–5.30pm Unpicking and supporting the requirements of the National Curriculum for KS1 Progression: building upon transition from EYFS What do KS1 require before KS2? Ensuring coherence: further developing the school’s chosen substantive concepts How to develop disciplinary concepts Developing appropriate chronological understanding in KS1 Enhancing and engaging children’s knowledge and retention through enquiry The use of working walls in KS1 to support learning Accessing resources and support for KS1 Suggested gap task: Check your KS1 curriculum for coverage and progression, building upon what they have learnt in EYFS. Compulsory gap task: Add to your reflection diary for the programme reflecting on KS1 practice in your setting. Session 6: Curriculum and practice at Key Stage 2 (Live and recorded) Tuesday 11 March 2025, 4pm–5.30pm Unpicking and supporting the requirements of the National Curriculum for KS2 How to incorporate local history with progression in KS2 What do we want the children in Year 6 to leave with? Developing appropriate chronological understanding in KS2 Preparing for transition to Key Stage 3 Ensuring coherence: building upon the school’s chosen concepts for progression What the HA can do to support the teaching of KS2 units? Resources and support for KS2 Suggested gap task: Check your KS2 curriculum for coverage and progression, building upon what they have learnt in EYFS and KS1. Compulsory gap task: Add to your reflection diary for the programme reflecting on KS2 practice in your setting. Session 7: Approaching sensitive issues in history (Live and recorded) Tuesday 18 March 2025, 4pm–5.30pm What do we mean by diversity in history and why is it important? How to ensure a wider diversity in your history teaching Barriers to making the curriculum more diverse and how to overcome them Approaches to sensitive issues in history lessons, including: - Refugees and migration history - War - Climate change Suggested gap task: Consider opportunities for increasing diverse voices and raising climate issues in your curriculum. Compulsory gap task: Add to your reflection diary for the programme considering how you might address the sensitive or current issues raised in this session. Session 8: Interim review meeting (Live attendance) Tuesday 25 March 2025, 4pm–5.30pm A review session allowing subject leaders to reflect upon their progress so far Opportunity to respond to suggestions, clarify information, or raise issues from the previous sessions Time to ask questions, share good practice or recommended resources with the rest of the cohort Suggested gap task: Time to follow up on anything raised in this session or to complete any previous tasks, following clarification and inspiration from this session. Compulsory gap task: Add to your reflection diary for the programme, reflecting on your priorities and actions using suggestions from the presenter or other delegates. Session 9: Assessment and evidence (Live and recorded) Wednesday 30 April 2025, 4pm–5.30pm Assessment and expectations A word about writing Triangulating the evidence What to look for in a work scrutiny Suggested gap task: Conduct a work scrutiny on one aspect to check across the school, in conjunction with a focused pupil voice on the same aspect. Compulsory gap task: Add to your reflection diary considering how you will conduct a work scrutiny and what you will focus on – or, if relevant, reflect on what you discovered and how you will address any issues. Session 10: Final meeting (Live attendance) Wednesday 14 May 2025, 4pm–5.30pm Following up any requests arising from the interim meeting (Session 8) Discussion or clarification of any issues arising from previous sessions Discussion of priorities, next steps and any issues Sharing ideas for enthusing others and leading staff meetings: “What worked for me?” Communicating with headteachers, governors, colleagues and parents Are you ready for the HA Quality Mark? Suggested gap task: Identifying your school’s next steps Compulsory gap task: Complete your final piece in your reflection diary.