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The course is crafted to reflect the in-demand skills in the marketplace that will help you in mastering the key concepts and methodologies of RL and deep RL, along with several practical implementations. This course will help you know the theory and practical aspects of reinforcement and deep reinforcement learning.
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.
Develop the commercial awareness, financial knowledge and strategic thinking capabilities, to influence the direction of the business Course overview Duration: 2 days (13 hours) This course is aimed at managers who want to develop their commercial awareness, financial knowledge and strategic thinking capabilities, so that they can influence the direction of their business and deliver to their full potential. Day one of the course provides the skills and insights to make sense of your company’s financial position and performance. Day two helps delegates to consider the strategic thinking tools required to plot the forward course needed to maximise the potential of the business. As well as looking at how to make effective business decisions, this course gives a good grounding in finance and profitability. As a two day programme, day one provides the skills and insights to make sense of the company’s financial position and performance. Day two then considers the strategic thinking tools needed to plot the forward course needed to maximise the potential of the business. Objectives By the end of the course you will be able to: An understanding of the balance sheet, profit and loss account, cash flow and statutory and management accounts Learnt to correctly employment key financial ratios to analyse your business A practical definition of strategy analysis tools to examine the current environment and capabilities Steps to devise a mission and vision statement Recognition of the skills and resources needed to achieve the vision Generation of appropriate strategic and tactical commercial objectives Content What is Strategy Defining Strategy Strategic thinking Strategic models Commercial thinking – what is money? Where are we now STEEPLE analysis SWOT Analysis P&E forces at work Political distortions in capitalist markets Where are we trying to get to Setting the mission and vision Creating a BHAG Strategies for deflation and inflation The role of banks Commercial and investment banking Fractional reserving Securitisation How to get there Skill gap analysis Business Process Re engineering The role of creativity How to get there Getting the team on board Individual and team motivation The power of the brand Overcoming challenges Debt and deleveraging Change management Creating value Discounted Cash Flows Building the business case Asset Valuation techniques Making it happen Turning Strategic Thinking into Strategic Plans Scenario planning for an uncertain future Creating commitments and lock in Discussion and review Time will be set aside during the course for review sessions with time for questions, answers and action learning.
Supporting and engaging with different parts of the organisation and interact with internal or external customer.
Words have power—and knowing how to wield them with precision, flair and purpose is a skill worth mastering. This Creative Writing course is designed for those with a passion for storytelling, whether you're drawn to fiction, poetry, blogs, or writing that lives outside the box. From shaping vivid characters to creating irresistible narratives, you’ll explore the core principles of imaginative writing while discovering your unique voice along the way. Crafted with flexibility in mind, this course welcomes learners of all backgrounds, from curious beginners to those dusting off old notebooks. It’s delivered entirely online, so you can work through the modules at your own pace, whenever inspiration strikes—be it sunrise or during your fifth cup of tea. By the end, you’ll walk away with sharpened writing tools, a fresh perspective, and a CPD certificate to proudly display (or post on your fridge for motivation). Whether you're writing for pleasure or polishing your skills for publication, this course offers a smart and enjoyable way to grow. Still not convinced? Take a glimpse of the key benefits you'll get with - Lessons prepared in collaboration with Professionals User-friendly Learner Management System (LMS) Syllabus designed in line with the standards of the UK Education System Updated Study Materials focusing both on Knowledge and Skill based training Guidance to expand in 'a' territory and move forward with Content Developer profession Free Assessment to test learners' knowledge and skills Accredited learning and widely recognised certificate from reputed CPD Accreditation Bodies Course Curriculum: Module 01: Introduction to Creative Writing Module 02: The Development of Creative Writing Module 03: Novel Writing Module 04: Writing Non-Fiction Module 05: Creating Fictional Characters Module 06: Writing Realistic Dialogue Module 07: Writing Horrors, Thriller and Murder Stories Module 08: Writing for Children Module 09: Writing Poetry Module 10: Proposal Writing Module 11: Critical Thinking Module 12: Business Writing Module 13: Other Writings Module 14: Editing, Evaluating and Getting Published Course Assessment You will immediately be given access to a specifically crafted MCQ test upon completing the Creative Writing - CPD Accredited course. For each test, the pass mark will be set to 60%. CPD 10 CPD hours / points Accredited by The CPD Certification Service Who is this course for? The Creative Writing - CPD Accredited training is ideal for highly motivated individuals or teams who want to enhance their skills and efficiently skilled employees. Requirements There are no formal entry requirements for the course, with enrollment open to anyone! Career path Learn the essential skills and knowledge you need to excel in your professional life with the help & guidance from our Creative Writing - CPD Accredited training.
Course Overview: This Personal Productivity Course is designed to equip learners with the essential skills and techniques to enhance their productivity, both personally and professionally. Covering key principles of time management, goal setting, and focus, the course provides valuable strategies to help individuals manage their tasks more efficiently, reduce distractions, and achieve their goals effectively. Learners will gain a deeper understanding of how to prioritise, manage workloads, and stay motivated, all while cultivating a mindset for continuous improvement. Upon completion, learners will be able to apply these skills to increase productivity and performance in various aspects of life and work. Course Description: The Personal Productivity Course delves into essential topics such as setting achievable goals, mastering prioritisation, eliminating distractions, and fostering self-motivation. Learners will explore strategies to optimise their time management, cultivate focus, and develop a systematic approach to tackling tasks. With practical insights, the course will guide individuals in overcoming procrastination, managing stress, and ensuring long-term success. The course is suitable for beginners and professionals alike, providing the foundation for enhanced productivity and a more balanced, goal-oriented life. By the end of the course, learners will have the skills to effectively plan, execute, and measure their productivity in both personal and professional settings. Course Modules: • Module 01: Introduction • Module 02: Core Principles of Focus & Productivity (See full curriculum) Who is this course for? Individuals seeking to improve their personal productivity. Professionals aiming to enhance career development through better time management. Beginners with an interest in learning productivity techniques for professional or personal growth. Anyone looking to optimise their focus, organisation, and performance. Career Path: Personal Assistant Project Manager Executive Assistant Operations Manager Team Leader Entrepreneur Administrative Coordinator Freelance Consultant
Business Leadership & Management Training Masterclass Step into the world of effective leadership with our Business Leadership & Management Training Masterclass. This all-in-one course teaches you how to lead teams, manage change, and build a strong work environment. You'll explore leadership models, develop personal mastery, and learn practical skills like delegation, feedback, and strategic planning. With easy-to-follow lessons and real-world tips, this course will help you grow into the confident leader every organisation needs. Course Curriculum About the Learning Organization Achieving Personal Mastery Analyzing Our Mental Models Achieving a Shared Vision Team Learning Systems Thinking Understanding Leadership Five Practices Building Trust Managing Change The Four Room Apartment Time Management Tips and Tricks Managers vs. Leaders Types of Thinking Influence Strategies Managing Relationships Strategic Planning Doing Delegation Right Criteria for Useful Feedback Feedback Techniques Mastering Your Body Language Meeting Management Pumping up a Presentation What’s Your Type? How About Mine? Understanding Leadership Manage Your Time and Your Energy Employee Development Models Dealing with Conflict and Difficult Issues What Successful Leaders Do What’s In A Word? Fundamental Elements The Four-I Model of Organizational Conversation The Conversational Leadership Framework World Cafe What is Self-Leadership? Knowing Who You Are Knowing What You Do Motivation for Optimists Using What You Know Women and the Workforce Barriers and Benefits to Women’s Leadership Social and Emotional Intelligence Self-Awareness Developing Leadership Awareness and Brand Leadership Skills Making Good Decisions Creating Your Workplace Philosophy (Learn more about this online course)
The Organisational Psychology Mini Bundle gives you the competitive edge for careers where communication, behaviour, and human motivation intersect. Featuring a well-balanced selection of Counselling, Child Psychology, Communication Skills, Speech Therapy, and Art Therapy, this bundle prepares you for work in HR, education, healthcare, corporate wellness, and beyond. If you're serious about employability, this all-in-one option gives you serious range—without the serious price tag. Description Today’s top workplaces aren’t just hiring for technical skills—they’re hiring for people skills, and that’s where the Organisational Psychology Mini Bundle shines. With its integration of Counselling, Child Psychology, Communication Skills, Speech Therapy, and Art Therapy, this bundle positions you as a candidate with practical emotional intelligence, behavioural insight, and therapeutic awareness. From corporate wellness programs and schools to employee assistance services and family counselling centres, employers need professionals fluent in Child Psychology, capable in Counselling, and confident in Communication Skills. Add Speech Therapy and Art Therapy into the mix, and you’ve got a profile that fits everywhere from creative therapy roles to organisational support teams. You can either wait and see what the job market does—or you can get ahead with five fields' worth of high-impact skills. FAQ Q: What careers is this bundle suitable for? A: Roles in Counselling, Child Psychology, Communication Skills, Speech Therapy, and Art Therapy across education, HR, and care services. Q: Is this good for people working in schools or youth services? A: Yes. Child Psychology, Counselling, and Speech Therapy are especially in demand in those settings. Q: Can I apply this in corporate sectors? A: Absolutely. Communication Skills, Counselling, and Art Therapy are valued in workplace wellbeing and employee engagement programs. Q: Do I need to take these in a specific order? A: No. All five—Counselling, Child Psychology, Art Therapy, Speech Therapy, and Communication Skills—can be completed flexibly. Q: Why is this more valuable than taking individual courses? A: You get a cohesive package covering Child Psychology, Counselling, Speech Therapy, Art Therapy, and Communication Skills—without duplication or delay. Q: Is now a good time to enrol? A: It's the best time. Counselling and Child Psychology vacancies are rising fast—this bundle helps you claim your spot.