327 Linear courses

All about containers, Docker, and Kubernetes for Python engineers.

Duration 5 Days 30 CPD hours This course is intended for This intermediate and beyond level course is geared for experienced technical professionals in various roles, such as developers, data analysts, data engineers, software engineers, and machine learning engineers who want to leverage Scala and Spark to tackle complex data challenges and develop scalable, high-performance applications across diverse domains. Practical programming experience is required to participate in the hands-on labs. Overview Working in a hands-on learning environment led by our expert instructor you'll: Develop a basic understanding of Scala and Apache Spark fundamentals, enabling you to confidently create scalable and high-performance applications. Learn how to process large datasets efficiently, helping you handle complex data challenges and make data-driven decisions. Gain hands-on experience with real-time data streaming, allowing you to manage and analyze data as it flows into your applications. Acquire practical knowledge of machine learning algorithms using Spark MLlib, empowering you to create intelligent applications and uncover hidden insights. Master graph processing with GraphX, enabling you to analyze and visualize complex relationships in your data. Discover generative AI technologies using GPT with Spark and Scala, opening up new possibilities for automating content generation and enhancing data analysis. Embark on a journey to master the world of big data with our immersive course on Scala and Spark! Mastering Scala with Apache Spark for the Modern Data Enterprise is a five day hands on course designed to provide you with the essential skills and tools to tackle complex data projects using Scala programming language and Apache Spark, a high-performance data processing engine. Mastering these technologies will enable you to perform a wide range of tasks, from data wrangling and analytics to machine learning and artificial intelligence, across various industries and applications.Guided by our expert instructor, you?ll explore the fundamentals of Scala programming and Apache Spark while gaining valuable hands-on experience with Spark programming, RDDs, DataFrames, Spark SQL, and data sources. You?ll also explore Spark Streaming, performance optimization techniques, and the integration of popular external libraries, tools, and cloud platforms like AWS, Azure, and GCP. Machine learning enthusiasts will delve into Spark MLlib, covering basics of machine learning algorithms, data preparation, feature extraction, and various techniques such as regression, classification, clustering, and recommendation systems. Introduction to Scala Brief history and motivation Differences between Scala and Java Basic Scala syntax and constructs Scala's functional programming features Introduction to Apache Spark Overview and history Spark components and architecture Spark ecosystem Comparing Spark with other big data frameworks Basics of Spark Programming SparkContext and SparkSession Resilient Distributed Datasets (RDDs) Transformations and Actions Working with DataFrames Spark SQL and Data Sources Spark SQL library and its advantages Structured and semi-structured data sources Reading and writing data in various formats (CSV, JSON, Parquet, Avro, etc.) Data manipulation using SQL queries Basic RDD Operations Creating and manipulating RDDs Common transformations and actions on RDDs Working with key-value data Basic DataFrame and Dataset Operations Creating and manipulating DataFrames and Datasets Column operations and functions Filtering, sorting, and aggregating data Introduction to Spark Streaming Overview of Spark Streaming Discretized Stream (DStream) operations Windowed operations and stateful processing Performance Optimization Basics Best practices for efficient Spark code Broadcast variables and accumulators Monitoring Spark applications Integrating External Libraries and Tools, Spark Streaming Using popular external libraries, such as Hadoop and HBase Integrating with cloud platforms: AWS, Azure, GCP Connecting to data storage systems: HDFS, S3, Cassandra, etc. Introduction to Machine Learning Basics Overview of machine learning Supervised and unsupervised learning Common algorithms and use cases Introduction to Spark MLlib Overview of Spark MLlib MLlib's algorithms and utilities Data preparation and feature extraction Linear Regression and Classification Linear regression algorithm Logistic regression for classification Model evaluation and performance metrics Clustering Algorithms Overview of clustering algorithms K-means clustering Model evaluation and performance metrics Collaborative Filtering and Recommendation Systems Overview of recommendation systems Collaborative filtering techniques Implementing recommendations with Spark MLlib Introduction to Graph Processing Overview of graph processing Use cases and applications of graph processing Graph representations and operations Introduction to Spark GraphX Overview of GraphX Creating and transforming graphs Graph algorithms in GraphX Big Data Innovation! Using GPT and Generative AI Technologies with Spark and Scala Overview of generative AI technologies Integrating GPT with Spark and Scala Practical applications and use cases Bonus Topics / Time Permitting Introduction to Spark NLP Overview of Spark NLP Preprocessing text data Text classification and sentiment analysis Putting It All Together Work on a capstone project that integrates multiple aspects of the course, including data processing, machine learning, graph processing, and generative AI technologies.

Discover the power of data science and machine learning with Python! Learn essential techniques, algorithms, and tools to analyze data, build predictive models, and unlock insights. Dive into hands-on projects, from data manipulation to advanced machine learning applications. Elevate your skills and unleash the potential of Python for data-driven decision-making.

The Real Estate Development School is a five day course that focuses on both the theoretical and practical elements of Commercial Real Estate Development.

Duco Digital Training's course in BCS Requirements Engineering Practitioner develops your skills in the understanding and application of elicitation, analysis and management of business analysis requirements.

Description Circular Economy Diploma An online learning experience tailor-made for those passionate about sustainable futures and eco-friendly business models. This course offers a comprehensive overview of the circular economy concept, emphasising its significance in the modern world. The Circular Economy Diploma is not just any online course; it's an engaging journey that educates its participants about the importance of a sustainable approach to economics. This course goes beyond textbook theory and equips learners with the practical knowledge required in the field. The first part of the course focuses on understanding the circular economy. It paints a clear picture of how this economic model deviates from the traditional linear 'take, make, dispose' pattern. Instead, it emphasises an interconnected approach where resources are continually reused, reducing waste and conserving energy. One cannot talk about the circular economy without addressing its environmental impact. The course takes a detailed look at how circular practices can reduce the carbon footprint, preserve natural resources, and help combat the critical challenges of climate change. But it's not just about the environment. There's a vast potential for businesses too. The course delves into the economic aspects and opportunities that arise from a circular approach. Learners will discover how sustainability can lead to profitability in the long run, creating jobs and boosting economies. Circular design and manufacturing form the backbone of the circular economy. The course will explore innovative strategies to design products and systems that are sustainable from inception. It showcases how industries can adopt manufacturing processes that are both eco-friendly and economically viable. Waste management and recycling play a pivotal role in this economic model. The course elaborates on efficient waste management strategies and the importance of recycling in ensuring that resources are continually reused. The energy sector, too, has a crucial role to play. The Circular Economy Diploma highlights the significance of sustainable energy and how circular practices can revolutionise the way energy is produced, consumed, and stored. The course doesn't stop there. It takes a thorough look at transportation and mobility, exploring eco-friendly modes of transport, sustainable infrastructure, and the reduction of emissions. Agriculture and food systems, vital for our survival, can benefit immensely from the circular approach. Learners will understand the significance of sustainable farming practices, eco-friendly food production, and waste reduction in the agriculture sector. For a holistic understanding, it's essential to know about policy and regulation. The course illuminates the role of governments, regulations, and policy-making in promoting and implementing circular economy principles. Lastly, while the circular economy offers numerous benefits, it's not without its challenges. The course concludes by discussing the future prospects of the circular economy and the potential hurdles it might face. In essence, the Circular Economy Diploma is not just a course but an invitation to a sustainable future. It offers learners the tools, knowledge, and insights to be pioneers in the world of the circular economy. Whether you're a business professional, a student, or simply an eco-enthusiast, this online course promises to be a transformative learning experience. Don't miss the chance to be part of the movement towards a greener, more sustainable future. Join the Circular Economy Diploma today. What you will learn 1:Understanding the Circular Economy 2:The Environmental Impact 3:Economic Aspects and Opportunities 4:Circular Design and Manufacturing 5:Waste Management and Recycling 6:Circular Economy in the Energy Sector 7:Transportation and Mobility 8:Agriculture and Food Systems 9:Policy and Regulation 10:Future Prospects and Challenges Course Outcomes After completing the course, you will receive a diploma certificate and an academic transcript from Elearn college. Assessment Each unit concludes with a multiple-choice examination. This exercise will help you recall the major aspects covered in the unit and help you ensure that you have not missed anything important in the unit. The results are readily available, which will help you see your mistakes and look at the topic once again. If the result is satisfactory, it is a green light for you to proceed to the next chapter. Accreditation Elearn College is a registered Ed-tech company under the UK Register of Learning( Ref No:10062668). After completing a course, you will be able to download the certificate and the transcript of the course from the website. For the learners who require a hard copy of the certificate and transcript, we will post it for them for an additional charge.

Unlock the fusion of creativity and technology with our Interactive Media Design course. Explore design principles, UX/UI strategies, and cutting-edge tools to craft immersive experiences. Master multimedia integration, interactive storytelling, and design for multiple platforms. Elevate your skills in this dynamic blend of creativity and technology for a future-focused career. Enroll now and transform your passion into innovative digital solutions.

Explore the world of Artificial Intelligence with our comprehensive Foundations Course. From understanding the basics of AI and essential mathematical principles to delving into advanced topics like Deep Learning, Natural Language Processing, and Robotics – this course equips you with the knowledge and skills needed to navigate the dynamic landscape of AI. Whether you're a student, professional, or enthusiast, join us on a journey to build a solid foundation in AI and develop practical applications that shape the future. Enroll now and empower yourself to contribute to the exciting field of Artificial Intelligence.

Our Online A-Level Sociology Course aims to develop your knowledge and understanding of current social processes and social changes. Through studying this course, you will gain an understanding of the importance of theoretical and conceptual issues in sociological debate. The same A-Level qualification you'd get in school or college Unlimited 1:1 support from your Sociology tutor Fast-track your learning - get the qualification when you need it Study 24/7, 365 on your phone, tablet or laptop You don't need any previous qualifications to study this A-Level course. This course will teach you the AQA A-Level Sociology syllabus (7192). You'll study 5 units: Education with Theory and Methods Families and Households Crime and Deviance Theory and Methods The Media For a full breakdown of course content, download the A-Level Sociology Brochure. All of your lessons and assessments are available on CloudPort - our Moodle-based learning environment (Moodle VLEs are used by most colleges and universities in the UK). Start with lesson 1 and work through the course in a linear pathway or choose to jump to the section that you need. Your learning is completely flexible and allows you to set your programme of learning around the skills you need. Submit assessments as you work through the course. Get instant results and feedback on activities to track your progress. Use these assessments as learning launchpads, allowing you to focus your time on the topics you need to brush up on. You will have access to all course materials, assessments and tutor support for 24 months from the day of enrolment. Extensions are available for students who wish to study over a longer period. You are not alone! You will be assigned a personal 1:1 tutor on your day of enrolment. Your tutor will remain by your side, throughout your learning journey until you get qualified. All tutors are qualified teachers and subject matter specialists who will ensure you have the correct guidance and support when you need it. As a CloudLearn student you will have unlimited access to tutor support. CloudLearn GCSEs and A-Levels are structured around formative assessments allowing you to test your knowledge as you work towards qualification. Before taking your exam you will submit a mock exam to give you the practise you need before the big day. When ready we arrange your exam. We have agreements with exam centres all over the UK. Our students also take advantage of preferential pricing due to the volume of students we channel to exam centres. As part of your enrolment service package we will make all the arrangements for your final exam. This includes locating a centre and booking the relevant exam/s. Exam fees are additional. Exam fees can be bundled using the Exam Bundles drop down when adding to basket. Have a look on our Exams Page for a detailed explanation of this service. The AQA A-Level Sociology exam is available in May/June each year. It is assessed over 3 exam papers: Paper 1 7192/1 - 2 hour exam Paper 2 7192/2 - 2 hour exam Paper 3 7192/3 - 2 hour exam We generally ask that you book written exams at least 6 months in advance, however subjects that includes NEA (A-Level Eng Lit & A-Level History), Practicals (A-Level Sciences), or Fieldwork (A-Level Geography) you are recommended to note the following deadlines for booking and give us at least 8 months booking notice. Booking deadlines are 5-8 months prior to the exam date. Booking your exam after the booking deadline will incur late fees (available for one month after deadline) and high late fees (available up until exam entry closure). Some students will study for the exam over a period of months or years, as they dictate their own study schedule. We do however have students who will study intensively and prepare in a matter of weeks. You are only constrained by the exam diet. A-Level exams are available in May/June of each year.We are so confident in the CloudLearn model of study that we guarantee you will pass your exam. As long as you do what we recommend, we offer a full money-back guarantee. The UK's only GCSE and A-Level specialist Study at your pace, where and when you want Study interactively on any device We guarantee your exam pass We arrange your exams Our flexible study, unlimited support, and interest-free payment plans allow you to fit learning around your busy schedule That's why we support thousands of students every year, to get the GCSEs they need to prosper. Choose to pay in full or spread the cost over our 6 months interest-free payment plans. We offer longer payment plans of 12, 24, 36 or 48 months. These extended plans are subject to interest. For more details contact our student advisors on 0330 111 4006 or visit our payment plan page. By taking part in our Online A-Level Sociology Course, not only will you improve your knowledge and understanding of different areas of sociology, but you will develop your cognitive, interpersonal and interpersonal skills, which can be used in a wide-range of degrees and professions. You will also develop an understanding of social responsibility by looking at your own personal identity and roles within society. You will improve your analytical, investigative and critical thinking skills through understanding and evaluating sociological methodology and a range of research methods through active involvement in the research process. You will enhance your communicative, argumentative and organising skills through developing the ability to construct opinions, form your own judgements, express yourself coherently and draw informed conclusions. We also hope to show you the benefits of continuous learning and intellectual curiosity by inspiring a sustained enjoyment of, and interest in, sociology. Therefore, the CloudLearn A-Level Sociology Course creates conscientious, innovative and adaptable learners that are equipped with the skills to excel in any degree or career-path.

Our Online A-Level Economics Course aims to provide you with an understanding of the economic and social environment. Through studying this course, you will learn about a wide-range of microeconomic and macroeconomic theories and principles. You will also learn to think like an economist, using an enquiring, critical and thoughtful approach in your study. The same A-Level qualification you'd get in school or college Unlimited 1:1 support from your Economics tutor Fast-track - get the qualification when you need it Study 24/7, 365 on your phone, tablet or laptop You don't need any previous qualifications to study this A-Level course. This course will teach you the Edexcel A-Level Economics syllabus (9EC0). You'll study 4 units: Introduction To Markets and Market Failure The UK Economy - Performance And Policies Business Behaviour and The Labour Market A Global Perspective For a full breakdown of course content, download the A-Level Economics Brochure. All of your lessons and assessments are available on CloudPort - our Moodle-based learning environment (Moodle VLEs are used by most colleges and universities in the UK). Start with lesson 1 and work through the course in a linear pathway or choose to jump to the section that you need. Your learning is completely flexible and allows you to set your programme of learning around the skills you need. Submit assessments as you work through the course. Get instant results and feedback on activities to track your progress. Use these assessments as learning launchpads, allowing you to focus your time on the topics you need to brush up on. You will have access to all course materials, assessments and tutor support for 24 months from the day of enrolment. Extensions are available for students who wish to study over a longer period. You are not alone! You will be assigned a personal 1:1 tutor on your day of enrolment. Your tutor will remain by your side, throughout your learning journey until you get qualified. All tutors are qualified teachers and subject matter specialists who will ensure you have the correct guidance and support when you need it. As a CloudLearn student you will have unlimited access to tutor support. CloudLearn GCSEs and A-Levels are structured around formative assessments allowing you to test your knowledge as you work towards qualification. Before taking your exam you will submit a mock exam to give you the practise you need before the big day. When ready we arrange your exam. We have agreements with exam centres all over the UK. Our students also take advantage of preferential pricing due to the volume of students we channel to exam centres. As part of your enrolment service package we will make all the arrangements for your final exam. This includes locating a centre and booking the relevant exam/s. Exam fees are additional. Exam fees can be bundled using the Exam Bundles drop down when adding to basket. Have a look on our Exams Page for a detailed explanation of this service. The Edexcel A-Level Economics exam is available in May/June each year. It is assessed over 3 exam papers: Paper 1 9EC0 01 - 2 hour exam Paper 2 9EC0 02 - 2 hour exam Paper 3 9EC0 03 - 2 hour exam We generally ask that you book written exams at least 6 months in advance, however subjects that includes NEA (A-Level Eng Lit & A-Level History), Practicals (A-Level Sciences), or Fieldwork (A-Level Geography) you are recommended to note the following deadlines for booking and give us at least 8 months booking notice. Booking deadlines are 5-8 months prior to the exam date. Booking your exam after the booking deadline will incur late fees (available for one month after deadline) and high late fees (available up until exam entry closure). Some students will study for the exam over a period of months or years, as they dictate their own study schedule. We do however have students who will study intensively and prepare in a matter of weeks. You are only constrained by the exam diet. A-Level exams are available in May/June of each year.We are so confident in the CloudLearn model of study that we guarantee you will pass your exam. As long as you do what we recommend, we offer a full money-back guarantee. The UK's only GCSE and A-Level specialist Study at your pace, where and when you want Study interactively on any device We guarantee your exam pass We arrange your exams Our flexible study, unlimited support, and interest-free payment plans allow you to fit learning around your busy schedule That's why we support thousands of students every year, to get the GCSEs they need to prosper. Choose to pay in full or spread the cost over our 6 months interest-free payment plans. We offer longer payment plans of 12, 24, 36 or 48 months. These extended plans are subject to interest. For more details contact our student advisors on 0330 111 4006 or visit our payment plan page. The unique skills that you will acquire during your CloudLearn A-Level Economics FT 2015 Course will prepare you for further learning opportunities and a variety of career choices. You will develop your interpretative and problem solving skills, whilst learning how to be an innovative and adaptable thinker, by applying new knowledge to current issues in a wide-range of contexts. Through analysis of market failure and government intervention, you will learn to think critically about economic, social and political issues, as well as develop your executive function and decision making skills. Furthermore, as our analysis of markets, consumers and government intervention draws on local, national and global contexts, you will learn about the importance of open-mindedness, social responsibility, ethics and leadership. We also hope to show you the benefits of continuous learning and intellectual curiosity by inspiring a sustained enjoyment of, and interest in the economic and social environment. Therefore, your CloudLearn A-Level Economics FT 2015 Course focuses on improving your skill-set so that you are equipped to prosper in any learning environment or career-path.