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This Python Machine Learning online instructor led course is an excellent introduction to popular machine learning algorithms. Python Machine Learning 2-day Course Prerequisites: Basic knowledge of Python coding is a pre-requisite. Who Should Attend? This course is an overview of machine learning and machine learning algorithms in Python SciKitLearn. Practical: We cover the below listed algorithms, which is only a small collection of what is available. However, it will give you a good understanding, to plan your Machine Learning project We create, experiment and run machine learning sample code to implement a short selected but representative list of available the algorithms. Course Outline: Supervised Machine Learning: Classification Algorithms: Naive Bayes, Decision Tree, Logistic Regression, K-Nearest Neighbors, Support Vector Machine Regression Algorithms: Linear, Polynomial Unsupervised Machine Learning: Clustering Algorithms: K-means clustering, Hierarchical Clustering Dimension Reduction Algorithms: Principal Component Analysis Latent Dirichlet allocation (LDA) Association Machine Learning Algorithms: Apriori, Euclat Other machine learning Algorithms: Ensemble Methods ( Stacking, bagging, boosting ) Algorithms: Random Forest, Gradient Boosting Reinforcement learning Algorithms: Q-Learning Neural Networks and Deep Leaning Algorithms: Convolutional Network (CNN) Data Exploration and Preprocessing: The first part of a Machine Learning project understands the data and the problem at hand. Data cleaning, data transformation and data pre-processing are covered using Python functions to make data exploration and preprocessing relatively easy. What is included in this Python Machine Learning: Python Machine Learning Certificate on completion Python Machine Learning notes Practical Python Machine Learning exercises and code examples After the course, 1 free, online session for questions or revision Python Machine Learning. Max group size on this Python Machine Learning is 4. Refund Policy No Refunds
This HTML course will provide you with an easy to follow, hands-on introduction to HTML and CSS, the basic coding languages which drive the internet. Participants will learn how to create an attractive and well-structured web page using basic HTML and CSS. This workshop is highly recommended for anyone wishing to learn how to create websites and also for people who already use applications such as Dreamweaver or WordPress and need more control over their web output.
Agile project management, already widely used for software development, is increasingly recognised as having much more general application. Continuous improvement programmes, business change projects, new technology development, research and development and a variety of other scenarios characterised by rapid change and high uncertainty can all benefit from an Agile approach. This programme presents the concepts and methods of Agile project management, and shows how to apply them to a range of project and change management situations. Participants will learn: how Agile project management can help with project and change management the 4 values and 12 principles of the Agile 'manifesto' and the range of Agile methodologies how to apply Agile project management methods and techniques in a range of project scenarios alternative Agile project management methods and how they can be applied and adapted what makes Agile project teams succeed the key roles and responsibilities needed to enable Agile project teams to work effectively how to encourage an Agile mindset within their organisation and how to move toward an Agile approach to managing projects 1 Introduction to Agile project management Overview of 'classical' project management and methodologies The link between project success and management performance Limitations of classical approaches and the need for Agile methods The 4 values and 12 principles of the Agile manifesto explained Agile project management values:Individuals and interactions over processes and toolsWorking outputs over comprehensive documentationCustomer collaboration over contract negotiationResponding to change over following a plan The cultural challenges of using Agile project management Choosing when and how to adopt Agile project management 2 Initiating a project using Agile project management Some key Agile methodologies explained: SCRUM, XP, Crystal Identifying and engaging project stakeholders; defining roles and responsibilities Setting the project vision and goals; defining project scope The Agile approach to requirements capture and elicitation of needs Tools and techniques for capturing and characterising requirements The role of documentation, reporting and process management 3 The Agile approach to definition and planning Understanding Agile planning; the 'planning onion' concept Developing the culture needed for collaborative involvement and iterative planning Defining project deliverables; the 'product backlog' concept Tools and techniques for defining and prioritising requirements in Agile projects Understanding and applying Agile estimating techniques Dealing with uncertainty and managing risks 4 The Agile approach to execution and delivery The results orientated, fast adapting culture of Agile teams The monthly 'Sprint' process for project planning and review The disciplines needed for effective daily SCRUM meetings Reviewing progress, managing change and project reporting Testing, completing and handing over of work packages Managing the interface between the project team and the business 5 Leadership and teamwork in Agile project teams Why Agile teams are different: the importance of individuals and interactions The skills and attributes needed to lead an Agile project team The challenges faced and skills needed by Agile team members Recognising team development needs; adopting the right leadership style Making the transition from project manager to Agile coach Key coaching skills explored: mentoring, facilitating, managing conflict
Live online course with study materials and certificate of completion included This HTML course will provide you with an easy to follow, hands-on introduction to HTML and CSS, the basic coding languages which drive the internet. Participants will learn how to create an attractive and well-structured web page using basic HTML and CSS. This workshop is highly recommended for anyone wishing to learn how to create websites and also for people who already use applications such as Dreamweaver or WordPress and need more control over their web output. Resources Introduction to HTML & CSS Course Information Description Completing this course will enable you to do the following and more: Understand what HTML and CSS are and how they work together Learn basic HTML elements Learn how to create hyperlinks Work with images Use DIVs, forms and lists to arrange content Create page structure Use Cascading Style Sheets to control the layout and look of HTML elements Use Developer Tools to preview CSS changes Know how and when to use Inline CSS Create code that is both readable, compliant with HTML5 standards Understand what makes good SEO For the full course content please download the course information pdf listed above. Who is this course for? This workshop is suitable for anyone with basic PC or Mac skills who wants to understand how the web works. No previous knowledge or experience of HTML or CSS is necessary. Requirements Attendees should have basic PC or Mac skills. You will need a broadband internet connection to participate in this live online course. Certificates Certificate of completion Digital certificate - Included
Why Choose Vray for Maya Essentials Course? Learn V-Ray's power for stunning 3D visualizations. In design and architecture, it's essential for effective idea communication, offering an intuitive interface and efficient rendering, ensuring faster images and animations. Click here for more info: Website Duration: 10 hours Training Approach: 1-To-1 Sessions. Schedule: Customize your schedule by pre-booking a convenient hour of your choice, available Mon to Sat between 9 am and 7 pm. Module 1: Introduction to Vray for Maya (2 hours) Understand the significance of Vray and its integration with Maya. Installation and setup of Vray for Maya. Familiarize with the Vray interface, workflow, and materials overview. Module 2: Lighting with Vray (2 hours) Explore various lighting techniques in Vray. Understand different Vray lights and their settings. Master the creation and control of Vray sun, sky, dome lighting, and IES lights. Learn efficient lighting workflows with Vray. Module 3: Vray Camera (2 hours) Grasp Vray camera settings and exposure control. Work with Vray depth of field and create camera animations. Understand Vray frame buffer functionalities. Module 4: Vray Materials (2 hours) Explore Vray materials, realistic material creation, and custom material libraries. Utilize Vray material overrides for enhanced customization. Module 5: Vray Rendering and Post Production (2 hours) Dive into Vray rendering settings and techniques for both images and animations. Enhance post-production skills using Photoshop and Vray frame buffer. Learn the art of compositing Vray render elements and utilizing Vray denoiser. Additional Topics Covered: Global Illumination in VRay: Exploring techniques such as Irradiance Map, Light Cache, Quasi-Monte Carlo/Brute Force, and Environmental Lighting. Image Sampling: Understanding Fixed, Adaptive QMC, and Adaptive Subdivisions for optimal rendering quality. VRay Lights: Mastering Plane Light, Dome Light, Sphere Light, VRay Sun, VRay Shadow, Image-Based Lighting HDRI, and Object-Based Lighting. VRay Camera: Manipulating Focal Length, Film Speed, and Shutter Speed for precise camera control. VRay Materials: Customizing Diffuse Color, Reflection, Refraction, and Blurry Reflections for lifelike material creation. Rendering Test Scenes: Practical application by rendering interior and exterior scenes for a hands-on learning experience. V-Ray-Maya Trial https://www.chaos.com Master Vray for Maya to create high-quality renders. Apply various lighting techniques for realistic and visually appealing scenes. Control Vray camera settings and create dynamic shots. Create and customize realistic Vray materials for 3D scenes. Optimize rendering settings for high-quality output. Enhance renders with post-production techniques in Photoshop. Establish an efficient workflow with Vray in Maya. Gain hands-on experience and access valuable resources for further practice. Vray Proficiency: Master Vray tools, interface, and workflows in Maya for advanced 3D visualization. Advanced Lighting Skills: Expertise in diverse lighting techniques, including Vray sun, sky, and IES lights. Camera Control: Proficient manipulation of Vray camera settings, exposure, and animations. Material Customization: Create and customize realistic materials, utilizing custom libraries and overrides. Rendering Excellence: Skills in rendering images and animations, post-production, and compositing techniques. Global Illumination Mastery: Understand advanced global illumination methods for realistic scene lighting. Potential Jobs: 3D Lighting Artist: Specialize in illuminating scenes for films, games, or animations. 3D Visualization Specialist: Create realistic architectural or product visualizations. 3D Rendering Specialist: Focus on rendering high-quality images and animations. 3D Animator: Animate scenes within the context of realistic lighting. 3D Modeler: Develop detailed 3D models, ensuring realistic rendering. Visualization Consultant: Provide expert advice on visualization techniques. Freelance Vray Artist: Work independently on diverse projects, rendering scenes with exceptional realism. Expert Guidance: Receive guidance from certified tutors and industry professionals, benefitting from their deep expertise and practical insights. They will share valuable tips and techniques to enhance your rendering skills. Flexible Learning: Choose between in-person or live online sessions, tailored to your preference and location. Schedule training at your convenience, available Monday to Sunday, 9 am to 8 pm. Lifetime Assistance: Access lifetime email support, ensuring continuous guidance even after course completion. Our dedicated team is committed to addressing your queries and helping you overcome challenges. Unlock Your Potential: Enroll in our V-Ray for Maya Training Course to harness the power of this industry-leading rendering engine. Elevate your visual effects and animation skills, unleashing your creativity with stunning and lifelike renders.
Hands-on 5-day bootcamp in User Experience design for everyone, where we cover an entire design process: days 1 & 2 – UX and UI foundations, day 3 – Prototyping in Figma, days 4 & 5 – Project work
Nowadays not only do we rely on our commercial and sales staff to hit that bottom line but we expect our engineers and project teams to play their part too - not only through their engineering and management skills but by behaving in a commercially minded way in their dealings with their counterparts in customer or supplier organisations. This means understanding, amongst other things, the issues surrounding the commencement of work ahead of contract, having a clear contract baseline, recognising the broader implications of contract change, the need for timeliness and the consequences of failing to meet the contracted timetable. This practical one-day programme has been designed specifically to give engineers, project staff and others just that understanding. The course is designed principally to provide engineers and project staff with an appreciation of contractual obligations, liabilities, rights and remedies so that they understand the implications of their actions. It is also suitable for business development staff who are negotiating contracts on behalf of the business. The main focus of the day is on creating an awareness of when a situation may have commercial implications that would harm an organisation's business interests if not recognised and handled appropriately and how taking a positive but more commercial approach to those situations can lead to a more positive outcome for the business. As well as providing an understanding of the commercial imperatives the day also focuses on specific areas affecting engineers and project staff, such as the recognition and management of change, the risks when working outside the contract and managing delays in contracts. The course identifies the different remedies that may apply according to the reasons for the delay and provides some thoughts on pushing back should such situations arise. On completion of this programme the participants will: appreciate the need for contractual controls and will have a better understanding of their relevance and how they can be applied, particularly the issues of starting work ahead of contract, implementing changes and inadvertently creating a binding contract by their behaviour; have gained an understanding of the terminology and procedural issues pertaining to contracting within a programme; and be more commercially aware and better equipped for their roles. 1 Basic contract law - bidding and contract formation Purpose of a contract Contract formation - the key elements required to create a legally binding agreement Completeness and enforceability Express and implied terms Conditions v warranties The use of, and issues arising from, standard forms of sale and purchase Use of 'subject to contract' Letters of intent Authority to commit 2 Change management Recognising changes to a contracted requirement Pricing change Implementation and management of change 3 Key contracting terms and conditions By the end of this module participants will be able to identify the key principles associated with: Pricing Getting paid and retaining payment Cashflow Delivery and acceptance Programme delaysExamining some reasons for non-performance...Customer failureContractor's failureNo fault delays ... and the consequences of non-performance: Damages claimsLiquidated damagesForce majeureContinued performance Waiver clauses and recent case law Use of best/reasonable endeavours Contract termination 4 Warranties, indemnities and liability Express and implied warranties Limiting liability 5 Protection of information Forms of intellectual property Background/foreground intellectual property Marking intellectual property Intellectual property rights Copyright Software Confidentiality agreements Internet
Python Machine Learning algorithms can derive trends (learn) from data and make predictions on data by extrapolating on existing trends. Companies can take advantage of this to gain insights and ultimately improve business. Using Python Machine Learning scikit-learn, practice how to use Python Machine Learning algorithms to perform predictions on data. Learn the below listed algorithms, a small collection of available Python Machine Learning algorithms.