The underlying patterns in your data hold vital insights; unearth them with cutting-edge clustering and classification techniques in R
Duration 3 Days 18 CPD hours This course is intended for This course is geared for experienced Scala developers who are new to the world of machine learning and are eager to expand their skillset. Professionals such as data engineers, data scientists, and software engineers who want to harness the power of machine learning in their Scala-based projects will greatly benefit from attending. Additionally, team leads and technical managers who oversee Scala development projects and want to integrate machine learning capabilities into their workflows can gain valuable insights from this course Overview Working in a hands-on learning environment led by our expert instructor you'll: Grasp the fundamentals of machine learning and its various categories, empowering you to make informed decisions about which techniques to apply in different situations. Master the use of Scala-specific tools and libraries, such as Breeze, Saddle, and DeepLearning.scala, allowing you to efficiently process, analyze, and visualize data for machine learning projects. Develop a strong understanding of supervised and unsupervised learning algorithms, enabling you to confidently choose the right approach for your data and effectively build predictive models Gain hands-on experience with neural networks and deep learning, equipping you with the know-how to create advanced applications in areas like natural language processing and image recognition. Explore the world of generative AI and learn how to utilize GPT-Scala for creative text generation tasks, broadening your skill set and making you a more versatile developer. Conquer the realm of scalable machine learning with Scala, learning the secrets to tackling large-scale data processing and analysis challenges with ease. Sharpen your skills in model evaluation, validation, and optimization, ensuring that your machine learning models perform reliably and effectively in any situation. Machine Learning Essentials for Scala Developers is a three-day course designed to provide a solid introduction to the world of machine learning using the Scala language. Throughout the hands-on course, you?ll explore a range of machine learning algorithms and techniques, from supervised and unsupervised learning to neural networks and deep learning, all specifically crafted for Scala developers. Our expert trainer will guide you through real-world, focused hands-on labs designed to help you apply the knowledge you gain in real-world scenarios, giving you the confidence to tackle machine learning challenges in your own projects. You'll dive into innovative tools and libraries such as Breeze, Saddle, DeepLearning.scala, GPT-Scala (and Generative AI with Scala), and TensorFlow-Scala. These cutting-edge resources will enable you to build and deploy machine learning models for a wide range of projects, including data analysis, natural language processing, image recognition and more. Upon completing this course, you'll have the skills required to tackle complex projects and confidently develop intelligent applications. You?ll be able to drive business outcomes, optimize processes, and contribute to innovative projects that leverage the power of data-driven insights and predictions. Introduction to Machine Learning and Scala Learning Outcome: Understand the fundamentals of machine learning and Scala's role in this domain. What is Machine Learning? Machine Learning with Scala: Advantages and Use Cases Supervised Learning in Scala Learn the basics of supervised learning and how to apply it using Scala. Supervised Learning: Regression and Classification Linear Regression in Scala Logistic Regression in Scala Unsupervised Learning in Scala Understand unsupervised learning and how to apply it using Scala. Unsupervised Learning:Clustering and Dimensionality Reduction K-means Clustering in Scala Principal Component Analysis in Scala Neural Networks and Deep Learning in Scala Learning Outcome: Learn the basics of neural networks and deep learning with a focus on implementing them in Scala. Introduction to Neural Networks Feedforward Neural Networks in Scala Deep Learning and Convolutional Neural Networks Introduction to Generative AI and GPT in Scala Gain a basic understanding of generative AI and GPT, and how to utilize GPT-Scala for natural language tasks. Generative AI: Overview and Use Cases Introduction to GPT (Generative Pre-trained Transformer) GPT-Scala: A Library for GPT in Scala Reinforcement Learning in Scala Understand the basics of reinforcement learning and its implementation in Scala. Introduction to Reinforcement Learning Q-learning and Value Iteration Reinforcement Learning with Scala Time Series Analysis using Scala Learn time series analysis techniques and how to apply them in Scala. Introduction to Time Series Analysis Autoregressive Integrated Moving Average (ARIMA) Models Time Series Analysis in Scala Natural Language Processing (NLP) with Scala Gain an understanding of natural language processing techniques and their application in Scala. Introduction to NLP: Techniques and Applications Text Processing and Feature Extraction NLP Libraries and Tools for Scala Image Processing and Computer Vision with Scala Learn image processing techniques and computer vision concepts with a focus on implementing them in Scala. Introduction to Image Processing and Computer Vision Feature Extraction and Image Classification Image Processing Libraries for Scala Model Evaluation and Validation Understand the importance of model evaluation and validation, and how to apply these concepts using Scala. Model Evaluation Metrics Cross-Validation Techniques Model Selection and Tuning in Scala Scalable Machine Learning with Scala Learn how to handle large-scale machine learning problems using Scala. Challenges of Large-Scale Machine Learning Data Partitioning and Parallelization Distributed Machine Learning with Scala Machine Learning Deployment and Production Understand the process of deploying machine learning models into production using Scala. Deployment Challenges and Best Practices Model Serialization and Deserialization Monitoring and Updating Models in Production Ensemble Learning Techniques in Scala Discover ensemble learning techniques and their implementation in Scala. Introduction to Ensemble Learning Bagging and Boosting Techniques Implementing Ensemble Models in Scala Feature Engineering for Machine Learning in Scala Learn advanced feature engineering techniques to improve machine learning model performance in Scala. Importance of Feature Engineering in Machine Learning Feature Scaling and Normalization Techniques Handling Missing Data and Categorical Features Advanced Optimization Techniques for Machine Learning Understand advanced optimization techniques for machine learning models and their application in Scala. Gradient Descent and Variants Regularization Techniques (L1 and L2) Hyperparameter Tuning Strategies
Employee Motivation Certification Employee motivation is pivotal to a company's success. Workers who enjoy their jobs are more productive and more willing to put in extra effort and take fewer sick days. A motivated workforce contributes to a positive company culture, which in turn attracts talented employees and reduces turnover. This course provides an introduction to the mechanics of employee motivation, the factors that encourage people to give their best at work, and how to increase worker motivation. You will learn two theories of motivation and how they can be translated into everyday management practice. You Will Learn: Why organisations must take the issue of employee motivation seriously and how motivation can be understood using the ERG and Goal Setting models. How these theories can help us understand what really motivates employees and how managers can put these insights into practice. How to show appreciation to your employees and why traditional recognition schemes may not be effective. How and why employee involvement boosts motivation and the merits of the Tell, Sell, Consult and Join model as a decision-making framework. How to promote an enjoyable, inspiring and inclusive work environment that encourages a healthy work-life balance. Benefits Of Taking This Course You will develop a general understanding of employee motivation, which is invaluable if you work in a management position. You will be able to help disengaged employees regain their motivation, thus improving company performance. You will be able to prevent absenteeism and high turnover by promoting a healthy workplace environment. You will be able to make practical recommendations regarding employee motivation at all levels of your organisation. You will learn how to collaborate with employees to improve workplace processes and policies in a way that enhances everyone's job satisfaction.
Special Executive Masters Programme (S.E.M.P) This programme is geared at enhancing professionals' careers. The SEMP is an encapsulated Senior Management Programmes are short certificate modules designed for anyone who would benefit from more in-depth business knowledge delivered in a short and intensive programme What makes us different? We are a world class business school located in the heart of London, Dubai, Islamabad and Lagos. We are one of the fastest growing British business schools with a stylish blended learning model that is both online and on campus. Learn more about the programme Special Executive Master's Programme in Information Technology Course Overview The MSBM Special Executive Masters Programmes (SEMP) allows you to update your skills, develop new skills, and explore and develop interests in a wide range of topics. These courses can be taken as personal or professional development and may enhance your employability. SEMP Information Technology program is designed to provide you with an integrated design and technology background that may help you advance your career. You will have the opportunity to apply appropriate technologies in the analysis and design of information systems, as well as assess ethical, legal, and social issues. You will also have the opportunity to study the theory, principles, and practices of information systems. Gaining value from technology requires an understanding of how technology interacts with business processes, strategy, and policy. Course Details Mode of Study Using Web-based technology, this program provides self-paced, individualized instruction that can be taken anywhere and anytime an individual has access to a computer and the Internet. This Programme is suitable for successful professionals or specialists in the private, public, or voluntary sectors who have new management responsibilities and need to quickly expand their management knowledge. This Programme serves as a refresher course for those who have had their Masters a long time ago and need quick reminders and professional/ academic updates while it serves as a primer for those very experienced Professionals who never made time out for their masters yet they require the academic and practical relevance of this master’s experience. It is a short executive training that runs online for 3 months. Candidates will run 2 months of active lectures and series of assignments and 1 month for their dissertation. Upon successful completion of the Programme, candidates will be awarded a Continuing Professional Development (CPD) certificate in the specific Programme they have completed. What is a CPD Course? Continuing Professional Development (CPD) is the means by which professionals maintain and enhance their knowledge and skills. The world is constantly moving at a very fast pace so undertaking CPD is essential to support a professional in his/her current role as well as helping them with career progression. CPD is all about upgrading knowledge, skills, and capabilities to remain effective and compliant. A CPD course is an investment that you make in yourself. It’s a way of planning your development that links learning directly to practice. CPD can help you keep your skills and knowledge up to date and prepare you for greater responsibilities. It can boost your confidence, strengthen your professional credibility, and help you become more creative in tackling new challenges. Is the SEMP Information Technology Programme right for me? The Course helps information technology (IT) professionals develop the necessary skills to be successful in their jobs and advance their career opportunities. This includes skills that will complement their technical skills, such as general management, leadership, strategy, interpersonal communication, relationship-building, effective consulting, and the ability to effectively influence managers outside the IT function and within the organization. Why SEMP Information Technology? The advancement of computers and communication technology continues to have a profound impact on our lives, and the workplace needs technically competent people to provide appropriate computing solutions for users. SEMP IT focuses on providing a broad-based foundation in Information Technology (IT) and on helping online students develop skills and knowledge in technical areas with practical value in the workplace. In addition to technical knowledge, many IT workers need to be able to communicate, handle multiple tasks at once, and assess user needs when developing computer-based solutions. SEMP IT also teaches problem-solving, critical thinking, communication, and teamwork skills. With an online learning environment, the SEMP IT offers an education designed around today's workplace. A world of opportunity is waiting for those ready to take the next step forward in their education. Who should enrol in this online Certificate Program? This online certificate program in Information System benefits professionals at all levels who want to contribute to their organization’s performance. Here are some of the people who will benefit from the online Programme: Functional leaders who are involved with defining or executing brand and reputation strategies, such as leaders from human resources, public affairs, environmental relations, and legal Managers seeking to move into leadership positions in their organization Individuals seeking knowledge for career advancement in the field of enterprise software management Cross-functional teams from within an organization can take the program as that accelerates the impact of IT and engenders a common language and understanding in the organization Directors Business owners IT Trainers Corp Members Government officials Executives with responsibility for corporate communications, and/ or investor relations. Accreditation The content of this course has been independently certified as conforming to universally accepted Continuous Professional Development (CPD) guidelines. Entry Requirements There are no strict entry requirements for this course. Work experience will be added advantage to understanding the content of the course. Workshops This is a self-study programme with unlimited tutor support. You will never be more than a message or phone call away from our tutors. Visa Requirements There are no Visa Requirements for this Course as it's an Online Course.
Special Executive Masters Programme (S.E.M.P) This programme is geared at enhancing professionals' careers. The SEMP is an encapsulated Senior Management Programmes are short certificate modules designed for anyone who would benefit from more in-depth business knowledge delivered in a short and intensive programme What makes us different? We are a world class business school located in the heart of London, Dubai, Islamabad and Lagos. We are one of the fastest growing British business schools with a stylish blended learning model that is both online and on campus. Learn more about the programme Special Executive Master's Programme in Information Management Course Overview The MSBM Special Executive Masters Programmes (SEMP) allows you to update your skills, develop new skills, and explore and develop interests in a wide range of topics. These courses can be taken as personal or professional development and may enhance your employability. This Programme offers new ways of using information and Internet-based and emerging technologies to revolutionize the structure and operation of an organization's Information. Today, information management enables integrated business processes that extend the entire information supply chain from consumer to provider to government to user. Corporate profitability and non-profits alike are transformed in ways we never imagined, and as a result, enhance the effective delivery of public services. Staying competitive and productive in commercial business, non-profit and government demands a strategic response to the changes and innovations evolving from the collection of massive data repositories, rapidly emerging technologies, increased computing performance, increased communication capabilities, and improved information dissemination and visualization. Course Details Mode of Study Using Web-based technology, this program provides self-paced, individualized instruction that can be taken anywhere and anytime an individual has access to a computer and the Internet. This Programme is suitable for successful professionals or specialists in the private, public, or voluntary sectors who have new management responsibilities and need to quickly expand their management knowledge. This Programme serves as a refresher course for those who have had their Masters a long time ago and need quick reminders and professional/ academic updates while it serves as a primer for those very experienced Professionals who never made time out for their masters yet they require the academic and practical relevance of this master’s experience. It is a short executive training that runs online for 3 months. Candidates will run 2 months of active lectures and series of assignments and 1 month for their dissertation. Upon successful completion of the Programme, candidates will be awarded a Continuing Professional Development (CPD) certificate in the specific Programme they have completed. What is a CPD Course? Continuing Professional Development (CPD) is the means by which professionals maintain and enhance their knowledge and skills. The world is constantly moving at a very fast pace so undertaking CPD is essential to support a professional in his/her current role as well as helping them with career progression. CPD is all about upgrading knowledge, skills, and capabilities to remain effective and compliant. A CPD course is an investment that you make in yourself. It’s a way of planning your development that links learning directly to practice. CPD can help you keep your skills and knowledge up to date and prepare you for greater responsibilities. It can boost your confidence, strengthen your professional credibility, and help you become more creative in tackling new challenges. Is the SEMP Information Management Programme right for me? Our supported distance learning mode of delivery allows you to study online from any location and is designed to fit in around your work commitments. You will be taught and supported by experienced industry professionals who will recreate the same challenging interactive format of the on-campus courses for those studying at a distance. Why SEMP Strategic Information Management? This program provides the practical skills and strategic mindset needed to become a successful reputation management professional. Enhance your abilities to work more effectively with those who manage the reputation and brand of the organization. World-class faculty bring an unparalleled depth of knowledge and real-world experience, which participants can draw upon in Questions and Answers. It is a virtual learning experience, so it will not disrupt your normal workflow and there are no travel expenses. Develop your network to help you address your own challenges and engage with peers throughout and after the program. Who should enrol in this online Certificate Program? This non-credit-bearing course benefits professionals at all levels who want to contribute to their organization’s performance. Here are some of the people who will benefit from the online Programme: Executives with responsibility for corporate communications, and/or investor relations. Functional leaders who are involved with defining or executing brand and reputation strategies, such as leaders from human resources, public affairs, environmental relations, and legal Managers seeking to move into leadership positions in their organization Individuals seeking knowledge for career advancement in the field of Information management Cross-functional teams from within an organization can take the program, as that accelerates the impact and engenders a common language and understanding in the organization Accreditation The content of this course has been independently certified as conforming to universally accepted Continuous Professional Development (CPD) guidelines. Entry Requirements There are no strict entry requirements for this course. Work experience will be added advantage to understanding the content of the course. Workshops This is a self-study programme with unlimited tutor support. You will never be more than a message or phone call away from our tutors. Visa Requirements There are no Visa Requirements for this Course as its an Online Course.
Special Executive Masters Programme (S.E.M.P) This programme is geared at enhancing professionals' careers. The SEMP is an encapsulated Senior Management Programmes are short certificate modules designed for anyone who would benefit from more in-depth business knowledge delivered in a short and intensive programme What makes us different? We are a world class business school located in the heart of London, Dubai, Islamabad and Lagos. We are one of the fastest growing British business schools with a stylish blended learning model that is both online and on campus. Learn more about the programme Special Executive Master's Programme in Operations Management Course Overview The MSBM Special Executive Masters Programmes (SEMP) allows you to update your skills, develop new skills, and explore and develop interests in a wide range of topics. These courses can be taken as personal or professional development and may enhance your employability. The encapsulated Senior Executive Programme in Operations Management is for high-performance managers and directors who work in critical roles using available resources to effectively produce products and services in a way that satisfies the customers. The Programme is also useful for managers and directors who need an intensive course to cover the key areas that drive success and profit in everyday business operations. Course Details Mode of Study Using Web-based technology, this program provides self-paced, individualized instruction that can be taken anywhere and anytime an individual has access to a computer and the Internet. This Programme is suitable for successful professionals or specialists in the private, public, or voluntary sectors who have new management responsibilities and need to quickly expand their management knowledge. This Programme serves as a refresher course for those who have had their Masters a long time ago and need quick reminders and professional/ academic updates while it serves as a primer for those very experienced Professionals who never made time out for their masters yet they require the academic and practical relevance of this master’s experience. It is a short executive training that runs online for 3 months. Candidates will run 2 months of active lectures and series of assignments and 1 month for their dissertation. Upon successful completion of the Programme, candidates will be awarded a Continuing Professional Development (CPD) certificate in the specific Programme they have completed. What is a CPD Course? Continuing Professional Development (CPD) is the means by which professionals maintain and enhance their knowledge and skills. The world is constantly moving at a very fast pace so undertaking CPD is essential to support a professional in his/her current role as well as helping them with career progression. CPD is all about upgrading knowledge, skills, and capabilities to remain effective and compliant. A CPD course is an investment that you make in yourself. It’s a way of planning your development that links learning directly to practice. CPD can help you keep your skills and knowledge up to date and prepare you for greater responsibilities. It can boost your confidence, strengthen your professional credibility, and help you become more creative in tackling new challenges. Is the SEMP Operations Management Programme right for me? If you want to reduce the amount of investment that is necessary to produce the required type and quality of products and services; increase the effective capacity of your operation; provide the basic capacity for future innovation; build a solid base of operations skills and knowledge within the business, and have the drive to uphold vision which would take your current role to the next level in order to distinguish yourself as a truly high- performance manager, then this is just the right Programme for you. Why SEMP Operations Management? In recent years there has been a lot of talk about competitive advantage, something that every business seeks. Many debates more specifically focus on how operations management can deliver a competitive advantage in a different environment. When enrolled for this Programme, you will gain a complete and thorough grounding in the four major concepts of competitive advantage in operations management which are: Cost Leadership Short delivery times Flexibility Reliability By the end of three months, you will have worked through several case studies, have access to numerous online academic materials, and also have received directions from the best business trainers in the business world today. Who Should Enroll in This Online Certificate Program? The SEMP Operations Management Programme is designed for entry-level managers, up to mid-level managers, senior managers, or directors who are in a general management role or fast approaching such position and are seeking an opportunity to obtain a richer, deeper understanding of management skills. The reasons were given by previous students for taking the online Programme include: Personal career development Promotion to generalist’ roles from functional specialization Guiding my company to profitability Contributing to the growth of my organization Personal recommendations by online alumni students A ‘taster’ before embarking upon an academic Masters Programme Broadening of business expertise for those from public and non-profit making organizations. A good Programme for people without previous University, Polytechnic or College degrees. Accreditation The content of this course has been independently certified as conforming to universally accepted Continuous Professional Development (CPD) guidelines. Entry Requirements There are no strict entry requirements for this course. Work experience will be added advantage to understanding the content of the course. Workshops This is a self-study programme with unlimited tutor support. You will never be more than a message or phone call away from our tutors. Visa Requirements There are no Visa Requirements for this Programme as it's as Online Course.
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