Duration 3 Days 18 CPD hours This course is intended for This course is geared for attendees with Intermediate IT skills who wish to learn Computer Vision with tensor flow 2 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. Working in a hands-on learning environment, led by our Computer Vision expert instructor, students will learn about and explore how to Build, train, and serve your own deep neural networks with TensorFlow 2 and Keras Apply modern solutions to a wide range of applications such as object detection and video analysis Run your models on mobile devices and web pages and improve their performance. Create your own neural networks from scratch Classify images with modern architectures including Inception and ResNet Detect and segment objects in images with YOLO, Mask R-CNN, and U-Net Tackle problems faced when developing self-driving cars and facial emotion recognition systems Boost your application's performance with transfer learning, GANs, and domain adaptation Use recurrent neural networks (RNNs) for video analysis Optimize and deploy your networks on mobile devices and in the browser Computer vision solutions are becoming increasingly common, making their way into fields such as health, automobile, social media, and robotics. Hands-On Computervision with TensorFlow 2 is a hands-on course that thoroughly explores TensorFlow 2, the brandnew version of Google's open source framework for machine learning. You will understand how to benefit from using convolutional neural networks (CNNs) for visual tasks. This course begins with the fundamentals of computer vision and deep learning, teaching you how to build a neural network from scratch. You will discover the features that have made TensorFlow the most widely used AI library, along with its intuitive Keras interface. You'll then move on to building, training, and deploying CNNs efficiently. Complete with concrete code examples, the course demonstrates how to classify images with modern solutions, such as Inception and ResNet, and extract specific content using You Only Look Once (YOLO), Mask R-CNN, and U-Net. You will also build generative dversarial networks (GANs) and variational autoencoders (VAEs) to create and edit images, and long short-term memory networks (LSTMs) to analyze videos. In the process, you will acquire advanced insights into transfer learning, data augmentation, domain adaptation, and mobile and web deployment, among other key concepts Computer Vision and Neural Networks Computer Vision and Neural Networks Technical requirements Computer vision in the wild A brief history of computer vision Getting started with neural networks TensorFlow Basics and Training a Model TensorFlow Basics and Training a Model Technical requirements Getting started with TensorFlow 2 and Keras TensorFlow 2 and Keras in detail The TensorFlow ecosystem Modern Neural Networks Modern Neural Networks Technical requirements Discovering convolutional neural networks Refining the training process Influential Classification Tools Influential Classification Tools Technical requirements Understanding advanced CNN architectures Leveraging transfer learning Object Detection Models Object Detection Models Technical requirements Introducing object detection A fast object detection algorithm YOLO Faster R-CNN ? a powerful object detection model Enhancing and Segmenting Images Enhancing and Segmenting Images Technical requirements Transforming images with encoders-decoders Understanding semantic segmentation Training on Complex and Scarce Datasets Training on Complex and Scarce Datasets Technical requirements Efficient data serving How to deal with data scarcity Video and Recurrent Neural Networks Video and Recurrent Neural Networks Technical requirements Introducing RNNs Classifying videos Optimizing Models and Deploying on Mobile Devices Optimizing Models and Deploying on Mobile Devices Technical requirements Optimizing computational and disk footprints On-device machine learning Example app ? recognizing facial expressions
Computer vision (CV), a subfield of computer science, focuses on replicating the complex functionalities of the human visual system. This course provides a comprehensive understanding of Computer Vision from the beginning using Python and helps you in becoming an expert.
Overview This comprehensive course on Computer Vision: C++ and OpenCV with GPU support will deepen your understanding on this topic. After successful completion of this course you can acquire the required skills in this sector. This Computer Vision: C++ and OpenCV with GPU support comes with accredited certification, which will enhance your CV and make you worthy in the job market. So enrol in this course today to fast track your career ladder. How will I get my certificate? You may have to take a quiz or a written test online during or after the course. After successfully completing the course, you will be eligible for the certificate. Who is This course for? There is no experience or previous qualifications required for enrolment on this Computer Vision: C++ and OpenCV with GPU support. It is available to all students, of all academic backgrounds. Requirements Our Computer Vision: C++ and OpenCV with GPU support is fully compatible with PC's, Mac's, Laptop, Tablet and Smartphone devices. This course has been designed to be fully compatible with tablets and smartphones so you can access your course on Wi-Fi, 3G or 4G. There is no time limit for completing this course, it can be studied in your own time at your own pace. Career Path Having these various qualifications will increase the value in your CV and open you up to multiple sectors such as Business & Management, Admin, Accountancy & Finance, Secretarial & PA, Teaching & Mentoring etc. Course Curriculum 5 sections • 22 lectures • 02:31:00 total length •Module 01: Driver installation: 00:06:00 •Module 02: Cuda toolkit installation: 00:01:00 •Module 03: Compile OpenCV from source with CUDA support part-1: 00:06:00 •Module 04: Compile OpenCV from source with CUDA support part-2: 00:05:00 •Module 05: Python environment for flownet2-pytorch: 00:09:00 •Module 01: Read camera & files in a folder (C++): 00:11:00 •Module 02: Edge detection (C++): 00:08:00 •Module 03: Color transformations (C++): 00:07:00 •Module 04: Using a trackbar (C++): 00:06:00 •Module 05: Image filtering with CUDA (Introduction to using OpenCV GPU methods on C++): 00:13:00 •Module 01: Background segmentation with MOG (C++): 00:04:00 •Module 02: MOG and MOG2 cuda implementation (C++ - CUDA): 00:03:00 •Module 03: Special app: Track class: 00:06:00 •Module 04: Special app: Track bgseg Foreground objects: 00:08:00 •Module 01: A simple application to prepare dataset for object detection (C++): 00:08:00 •Module 02: Train model with openCV ML module (C++ and CUDA): 00:13:00 •Module 03: Object detection with openCV ML module (C++ CUDA): 00:06:00 •Module 01: Optical flow with Farneback (C++): 00:08:00 •Module 02: Optical flow with Farneback (C++ CUDA): 00:06:00 •Module 03: Optical flow with Nvidia optical flow SDK (C++ CUDA): 00:05:00 •Module 04: Optical flow with Nvidia Flownet2 (Python): 00:05:00 •Module 05: Performance Comparison: 00:07:00
Professional Certificate in Developing Appropriate Vision, Mission & Strategic Goals For An Organisation explore the essential components of the strategic intent, including Vision, mission, business definition and model. The learner will be able to explore the fundamentals of creating appropriate strategic intent elements for an existing or a new organisation. After the successful completion of this lecture, you will be able to understand the following: Understanding the concept of Strategic Intent. The elements of Strategic Intent Hierarchy. Vision. Mission. Business Definition. Business Model. Organisational Values Goals and objectives. Understanding Business Environmental Outlining. This course introduces the learner to create vision, mission and strategic goals for an organization. VIDEO - Course Structure and Assessment Guidelines Watch this video to gain further insight. Navigating the MSBM Study Portal Watch this video to gain further insight. Interacting with Lectures/Learning Components Watch this video to gain further insight. Developing Appropriate Vision, Mission & Strategic Goals For An Organisation Self-paced pre-recorded learning content on this topic. QUIZ: Developing Appropriate Vision, Mission & Strategic Goals For An Organisation Put your knowledge to the test with this quiz. Read each question carefully and choose the response that you feel is correct. All MSBM courses are accredited by the relevant partners and awarding bodies. Please refer to MSBM accreditation in about us for more details. There are no strict entry requirements for this course. Work experience will be added advantage to understanding the content of the course. The certificate is designed to enhance the learner's knowledge in the field. This certificate is for everyone eager to know more and gets updated on current ideas in their respective field. We recommend this certificate for the following audience. CEO, Director, Manager, Supervisor Entrepreneurs Start up Manager Business Owner Business Advisor Business setup expert Average Completion Time 2 Weeks Accreditation 1 CPD Hour Level Advanced Start Time Anytime 100% Online Study online with ease. Unlimited Access 24/7 unlimited access with pre-recorded lectures. Low Fees Our fees are low and easy to pay online.
Eye exercises help you strengthen your visual fitness. People with fit eyes react smarter in case of emergency. While driving, their chances to escape an accident are greater than people lacking visual fitness. Since electronic devices surround our daily life, we spend a long time staring at the screen leading to so many visual troubles. Hence, this course will help you to develop your visual quality and save your precious eyes from going blind or low-sighted. A simple eye exercise can help you get over with the severity and handle the daily pressure on your eyes. This course fulfills the purpose of coaching you the eye exercises to improve your vision. What you'll learn Apply 2 Simple Eye Relaxation Techniques that may help to defuse stress around the Face, Neck, Shoulders, and Body Complete a Set of 12 Simple Eye Gymnastics Exercises Daily that may help to Improve Vision in a Completely Natural way Use the recipes provided in the FREE ebook 'Nutrition for Eye Health' to help ensure Optimum Vision Requirements No previous experience is required as full details will be provided throughout the course It is suggested that a person undertaking this eye gymnastics course should gradually decrease the amount of time spent wearing corrective lenses during the day and that fundamental eye gymnastics be performed without wearing glasses or contacts to lessen dependency on mechanical aids Who this course is for: This course has been created for students of 'All Levels' Introduction Introduction FREE 00:01:00 Improve Your Vision Naturally 00:01:00 What is 'Eye Gymnastics'? 00:02:00 A Few Words Before We Begin 00:01:00 Eye Relaxation Techniques Eye Relaxation Technique 1 Coverpage 00:01:00 Eye Relaxation Technique 1 00:01:00 Eye Relaxation Technique 2 - with Music (Approx 5 Minutes) 00:05:00 Eye Relaxation Technique 2 Coverpage 00:01:00 Eye Relaxation Technique 2 00:01:00 Eye Relaxation Technique 2 - with Music (Approx 5 Minutes) 00:05:00 Eye Gymnastics Exercises Eye Gymnastics Exercises Coverpage 00:02:00 Eye Gymnastics Exercise 1 00:02:00 Eye Gymnastics Exercise 2 00:02:00 Eye Gymnastics Exercise 3 00:02:00 Eye Gymnastics Exercise 4 00:02:00 Eye Gymnastics Exercise 5 00:02:00 Eye Gymnastics Exercise 6 00:02:00 Eye Gymnastics Exercise 7 00:02:00 Eye Gymnastics Exercise 8 00:02:00 Eye Gymnastics Exercise 9 00:02:00 Eye Gymnastics Exercise 10 00:02:00 Eye Gymnastics Exercise 11 00:02:00 Eye Gymnastics Exercise 12 00:02:00 Bonus Material - Downloads Nutrition for Eye Health 00:00:00
The Power of Vision in the Digital Age What's the secret behind running a successful project? Everyone is looking for the magic bullet, the secret sauce, or the universal solution. It's not just a matter of having the right people on the project, it's also knowing what the vision is and what the purpose behind the vision is. But there is more to it. And what are the challenges and opportunities with running a successful project in the digital age? During this session, we elaborate on this and give you some tips to apply this to your project environment as well. This and other IIL Learning in Minutes presentations qualify for PDUs. Some titles, such as Agile-related topics may qualify for other continuing education credits such as SEUs, or CEUs. Each professional development activity yields one PDU for one hour spent engaged in the activity. Some limitations apply and can be found in the Ways to Earn PDUs section that discusses PDU activities and associated policies. Fractions of PDUs may also be reported. The smallest increment of a PDU that can be reported is 0.25. This means that if you spent 15 minutes participating in a qualifying PDU activity, you may report 0.25 PDU. If you spend 30 minutes in a qualifying PDU activity, you may report 0.50 PDU.
Register on the Improve Your Vision Naturally with Simple Eye Gymnastics today and build the experience, skills and knowledge you need to enhance your professional development and work towards your dream job. Study this course through online learning and take the first steps towards a long-term career. The course consists of a number of easy to digest, in-depth modules, designed to provide you with a detailed, expert level of knowledge. Learn through a mixture of instructional video lessons and online study materials. Receive online tutor support as you study the course, to ensure you are supported every step of the way. Get a digital certificate as a proof of your course completion. The Improve Your Vision Naturally with Simple Eye Gymnastics course is incredibly great value and allows you to study at your own pace. Access the course modules from any internet-enabled device, including computers, tablet, and smartphones. The course is designed to increase your employability and equip you with everything you need to be a success. Enrol on the now and start learning instantly! What You Get With The Improve Your Vision Naturally with Simple Eye Gymnastics course Receive a e-certificate upon successful completion of the course Get taught by experienced, professional instructors Study at a time and pace that suits your learning style Get instant feedback on assessments 24/7 help and advice via email or live chat Get full tutor support on weekdays (Monday to Friday) Course Design The course is delivered through our online learning platform, accessible through any internet-connected device. There are no formal deadlines or teaching schedules, meaning you are free to study the course at your own pace. You are taught through a combination of Video lessons Online study materials Certification After the successful completion of the final assessment, you will receive a CPD-accredited certificate of achievement. The PDF certificate is for £9.99, and it will be sent to you immediately after through e-mail. You can get the hard copy for £15.99, which will reach your doorsteps by post. Who Is This Course For: The course is ideal for those who already work in this sector or are an aspiring professional. This course is designed to enhance your expertise and boost your CV. Learn key skills and gain a professional qualification to prove your newly-acquired knowledge. Requirements: The online training is open to all students and has no formal entry requirements. To study the Improve Your Vision Naturally with Simple Eye Gymnastics course, all your need is a passion for learning, a good understanding of English, numeracy, and IT skills. You must also be over the age of 16. Course Content Introduction Introduction 00:01:00 Improve Your Vision Naturally 00:01:00 What is 'Eye Gymnastics'? 00:02:00 A Few Words Before We Begin 00:01:00 Eye Relaxation Techniques Eye Relaxation Technique 1 Coverpage 00:01:00 Eye Relaxation Technique 1 00:01:00 Eye Relaxation Technique 2 - with Music (Approx 5 Minutes) 00:05:00 Eye Relaxation Technique 1 Coverpage 00:01:00 Eye Relaxation Technique 2 00:01:00 Eye Relaxation Technique 2 - with Music (Approx 5 Minutes) 00:05:00 Eye Gymnastics Exercises Eye Gymnastics Exercises Coverpage 00:02:00 Eye Gymnastics Exercise 1 00:02:00 Eye Gymnastics Exercise 2 00:02:00 Eye Gymnastics Exercise 3 00:02:00 Eye Gymnastics Exercise 4 00:02:00 Eye Gymnastics Exercise 5 00:02:00 Eye Gymnastics Exercise 6 00:02:00 Eye Gymnastics Exercise 7 00:02:00 Eye Gymnastics Exercise 8 00:02:00 Eye Gymnastics Exercise 9 00:02:00 Eye Gymnastics Exercise 10 00:02:00 Eye Gymnastics Exercise 11 00:02:00 Eye Gymnastics Exercise 12 00:02:00 Bonus Material - Downloads Nutrition for Eye Health 00:00:00 Frequently Asked Questions Are there any prerequisites for taking the course? There are no specific prerequisites for this course, nor are there any formal entry requirements. All you need is an internet connection, a good understanding of English and a passion for learning for this course. Can I access the course at any time, or is there a set schedule? You have the flexibility to access the course at any time that suits your schedule. Our courses are self-paced, allowing you to study at your own pace and convenience. How long will I have access to the course? For this course, you will have access to the course materials for 1 year only. This means you can review the content as often as you like within the year, even after you've completed the course. However, if you buy Lifetime Access for the course, you will be able to access the course for a lifetime. Is there a certificate of completion provided after completing the course? Yes, upon successfully completing the course, you will receive a certificate of completion. This certificate can be a valuable addition to your professional portfolio and can be shared on your various social networks. Can I switch courses or get a refund if I'm not satisfied with the course? We want you to have a positive learning experience. If you're not satisfied with the course, you can request a course transfer or refund within 14 days of the initial purchase. How do I track my progress in the course? Our platform provides tracking tools and progress indicators for each course. You can monitor your progress, completed lessons, and assessments through your learner dashboard for the course. What if I have technical issues or difficulties with the course? If you encounter technical issues or content-related difficulties with the course, our support team is available to assist you. You can reach out to them for prompt resolution.
This course is a quick starter for anyone looking to delve into optical character recognition, image recognition, object detection, and object recognition using Python without having to deal with all the complexities and mathematics associated with a typical deep learning process.
In this course, you will be learning one of the widely used deep learning frameworks, that is, PyTorch, and learn the basics of convolutional neural networks in PyTorch. We will also cover the basics of Python and understand how to implement different Python libraries.