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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

– the essential information you need to know Discover why we are all vulnerable to addictions, what causes and drives addictive and compulsive behaviours – and the best ways to overcome them Accredited CPD: 6 hours The good news about addiction is that with the right knowledge and treatment, many addicts can, and do, recover quite quickly. This popular online addiction course explains the key information you need to know to tackle and treat addictions successfully. The most useful online addiction course I've done in over 10 years of working with people with addictionsYOUTH & COMMUNITY WORKER Why take this course Joe Griffin’s science-based insights into what is happening in our brains when we become addicted have proved a major leap forward in not only our understanding of the addictive process but the successful treatment of a wide range of addictions, including: • alcohol and drug addictions • eating disorders • gambling addiction • shopping addictions • substance abuse • computer gaming and TV addictions • sexual obsessions • and other compulsive behaviours… As a result, thousands of addicts have already been helped to overcome their particular addiction. As well as exploring these profoundly helpful insights and their relevance to successful treatment, this online addiction course gives you an essential overview of a wide variety of addictive behaviours, including what they have in common, why we are all vulnerable to addiction, and what the genuine causes and drivers of addictive behaviours are. It also explains the most successful ways to rapidly break addictive patterns and how to prevent, or at least minimise, relapses, using psychotherapy informed by these latest neuroscientific findings. So — whether it’s for professional or personal reasons — taking this online addiction course could prove invaluable to you. I can't thank you enough for the life-changing information you have shared on this excellent online addiction courseBUSINESSMAN & FATHER What will you learn How to be more effective when working with all sorts of addictions, including alcoholism, drug abuse, eating disorders, gambling, shopping, computer games, TV, sexual obsessions and other compulsions A greater understanding of the addictive process and what drives it including: Key, little known insights into the process of addiction and the destructive dissociative elements that fuel it New insights into why withdrawal symptoms are the key to understanding why people become addicted New research-based information on the facts about which forms of treatment work and which don’t A whole new understanding of the effective strategies you need for dealing with the full range of addictive behaviours – and how to put them into practice Why many addicts can and do recover relatively quickly Why withdrawal symptoms are so painful and how to deal with them Specific information about how to break addictive patterns and prevent relapses Ten warning signs that children are abusing drugs Increased understanding of why young people take drugs and succumb to substance abuse Knowledge of the discoveries about how to disengage the brain from addictive behaviour which are proving highly beneficial for helping addicts recover (sometimes even quite quickly) The fascinating connection between addiction and learning – new insights which are transforming treatment The social factors that are increasing the likelihood of addictive behaviour Course notes Accredited CPD certificate, that also counts towards the Human Givens Diploma and much more… Excellent online addiction course – I’d recommend it to anyone that wants to really understand how addiction worksDAVID CHARD Counts towards a Diploma By taking this course, you could be on your way to completing Part 1 of the Human Givens Diploma – a flexible, part-time psychotherapy course which will deepen your psychological knowledge and increase your ability to help people effectively and quickly. Learn more > Who is this course suitable for? Anyone wishing to better understand the process of addiction ‒ and why we are so prone to addictive behaviour and substance abuse ‒ no jargon is used Anyone wanting to find out why withdrawal can be so painful, how to minimise its symptoms ‒ and how to prevent relapses All members of the caring and welfare professions including: drug workers, youth workers, doctors, nurses, psychotherapists, counsellors, clinical psychologists, occupational therapists, psychiatrists, cognitive behavioural therapists, teachers, social workers, support workers If you want to know about more effective ways to treat addictive behaviour ‒ whether for professional or personal reasons ‒ this course is for you. What's included? 24 Videos 40 Quizzes PDF Course notes Life-long access CPD Certificate ‘Treating Addictions’ is based on our one-day seminar ‘Tackling Addiction’. This online version is split into 4 modules, each of which are broken down further into different sections containing filmed lectures given in English by the tutor, Joe Griffin. Each film clip is followed by a short series of multiple choice questions. These are designed to help you think about and absorb the course content and to check that you have understood the main points of that section before proceeding to the next. There are also course notes for you to download, plus additional reading information and helpful links. You can take as long as you like to work your way through the course and can view it as many times as you like. Once you have completed the course, you will receive an accredited CPD certificate, which counts towards the Human Givens Diploma. This course has been independently assessed by the internationally recognised CPD Standards Office for 6 hours of CPD training. Meet your tutor Joe Griffin Joe Griffin is a psychologist with many years’ experience both in psychotherapeutic practice and in training psychotherapists. Read more

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The course gives you practical tools and actions to begin leading inclusively with immediate effect. You will strengthen your relationships with others, build your awareness of unconscious bias, develop your critical thinking skills, and become a senior advocate for inclusive workplace cultures. You can expect to see the results of a more inclusive culture, both internally and externally, very quickly.

🚀 Unlock Your Earning Potential: Monetizing Video Content on Amazon Course 🚀   Are you ready to turn your passion for video creation into a lucrative online venture? Imagine having the power to not only share your content with the world but also to monetize it effectively on one of the largest digital platforms - Amazon!   🎥 Introducing 'Monetizing Video Content on Amazon' - Your Gateway to Profitable Video Creation!   🌟 What You'll Gain:   Amazon Prime Video Mastery: Uncover the secrets to creating content that captivates and engages Amazon Prime Video audiences. Monetization Strategies: Learn proven techniques to maximize your earnings through various monetization channels on Amazon, including rentals, purchases, and Prime Video Direct. Optimizing Your Content: Discover the art of crafting content that not only resonates with your audience but also aligns perfectly with Amazon's algorithms for increased visibility. Exclusive Amazon Insights: Gain access to insider tips and strategies from industry experts who have successfully monetized their video content on Amazon. Navigating the Amazon Marketplace: Learn the ropes of the Amazon marketplace and how to leverage its vast user base to boost your video's reach and revenue. Marketing Magic: Unleash the power of effective marketing on and off Amazon to drive traffic and increase conversions for your video content.   🌐 Why Amazon?   With millions of active users and a global reach, Amazon Prime Video is a goldmine for content creators looking to monetize their work. This course equips you with the knowledge and skills to tap into this vast potential and build a sustainable income stream from your video content.   🚀 Your Success Starts Here!   Whether you're a seasoned content creator or just starting, this course is tailored to guide you through every step of the process. From content creation to marketing strategies, we've got you covered. Join now and embark on a journey to transform your passion into a profitable venture!   🔥 Limited Time Offer: Enroll Today and Get Exclusive Bonuses!   Don't miss out on this opportunity to level up your video content game and boost your income. Join 'Monetizing Video Content on Amazon' now and take the first step towards turning your creative endeavors into a thriving online business!   👉 Click 'Enroll Now' and Start Monetizing Your Video Content on Amazon Today! 👈 Course Curriculum Basic Overview 00:00 Royalties and Compensation 00:00 Account Set Up 00:00 Additional Accounts 00:00 Additional Users 00:00 Equipment Needed 00:00 Finding Your Niche 00:00 Content Creation - Part 1 00:00 Content Creation - Part 2 00:00 Creating Instructional Style Videos 00:00 Creating Instructional Style Videos - Part 2 00:00 Creating Demonstration Style Videos - Part 1 00:00 Creating Demonstration Style Videos - Part 2 00:00 Publishing Part 1 00:00 Creating Artwork For Your Videos and Account 00:00 Captions for Your Content 00:00 Publishing - Part 2 - Standalone Titles 00:00 Publishing - Episodic Titles 00:00 Creating Your Landing Pages 00:00 Conclusion 00:00 Advanced Overview 00:00 Amazon Promotional Tools 00:00 Self Promoting in Your Video 00:00 Creating A Promotinal Video 00:00 Where You Can Collect Leads 00:00 Setting Up Your E-Mail Autoreponder 00:00 Optimizing For Search 00:00 Connection To Amazon Author Central 00:00 Repurpose The Content Into Text 00:00 Repurposing The Content to Paperback 00:00 Repurposing the Paperback To Kindle 00:00 Repurposing To Physical DVDs on Create S 00:00 Promote Your Amazon Vid 00:00 Promote Your Amazon Videos On Your You 00:00 Promote Your Videos On Your Twitter Feed 00:00 Promote Events and Content On Facebook 00:00 Promote Your Content Locally Online 00:00 Promote Your Content Locally Offline 00:00 Promoting Your Content Using Live Video 00:00 Conclusion 00:00

🚀 Unlock Explosive Growth with SnapFlow: Rapid Traffic Generation! 🚀   Are you tired of watching your online presence plateau while your competitors soar to new heights? Do you dream of a steady stream of eager customers flooding your website, ready to engage with your content and convert into loyal fans? Introducing SnapFlow: Rapid Traffic Generation, the game-changing online course designed to revolutionize your digital presence and propel your business to unprecedented success!   🌐 Why SnapFlow? 🔥 Instant Impact: Discover proven strategies to drive immediate and sustained traffic to your website, making a measurable impact on your bottom line. 💡 Cutting-Edge Techniques: Stay ahead of the curve with the latest and most effective traffic generation techniques. SnapFlow keeps you updated with the ever-evolving landscape of digital marketing. 🤝 Engage and Convert: Learn how to not only attract visitors but also engage them effectively, turning casual browsers into enthusiastic customers who keep coming back for more. 📈 Scalable Success: Whether you're a seasoned entrepreneur or just starting, SnapFlow is designed to scale with your business. No matter your niche, industry, or target audience, our strategies adapt to your unique needs.   🚀 What You'll Gain: Master the Art of Social Media Domination: Leverage the power of platforms like Facebook, Instagram, and Twitter to create a buzz around your brand and drive traffic like never before. SEO Secrets Unveiled: Uncover the mysteries of search engine optimization and learn how to climb the ranks, ensuring your website is seen by the right people at the right time. Content that Converts: Craft compelling content that not only attracts attention but also converts visitors into customers, creating a sustainable revenue stream. Paid Advertising Mastery: Navigate the world of online advertising with confidence, optimizing your budget for maximum impact and return on investment. Automation for Efficiency: Discover time-saving automation tools and techniques that streamline your traffic generation efforts, allowing you to focus on what matters most - growing your business.   🌟 Ready to Catapult Your Business to New Heights? Enroll in SnapFlow: Rapid Traffic Generation Today! 🌟   Don't let another day go by with underwhelming results. Join SnapFlow and unlock the full potential of your online presence. Seize this opportunity to transform your business into a thriving, traffic-generating powerhouse! Course Curriculum Basic Overview 00:00 Snapchat App Installation 00:00 Creating Your Snapcode 00:00 Using Bitmoji to Create Your Snapcode 00:00 Creating Snap Content 00:00 Snap Camera Controls 00:00 Adding Text To a Snap 00:00 Annotations to the Snap - Part 1 00:00 Annotations to the Snap - Part 2 00:00 Annotations to the Snap - Part 3 - Video 00:00 Snapchat Send Options 00:00 Snapchat Stories - Part 1 00:00 Snapchat Stories - Part 2 00:00 Snapchat Ads Account Set Up 00:00 The Ads Platform Interface - Part 1 00:00 The Ads Platform - Part -2 00:00 Uploading Your Catalog to the Ads Platform 00:00 Advanced Create In Platform Interface 00:00 Creating Team Members 00:00 Conclusion 00:00 Advanced Overview 00:00 Snapchat Analytics 00:00 Community Filters 00:00 Snapchat Paid Filters 00:00 Shapchat Filter Ads 00:00 Snap Chat Lenses 00:00 Memories and Content 00:00 Bitmoji Merch 00:00 Multiple Ad Accounts 00:00 Story Ads 00:00 Collection Ads 00:00 Creating Snap Image Content 00:00 Creating Snap Ad Content - Video 00:00 Different Ad Attachments 00:00 Deep Link Ad Attachment 00:00 Snap Pixels 00:00 Snapchat Custom Audiences 00:00 Live Example - Branded Snap Image 00:00 Live Example - Branded Lens Creation 00:00 Live Example - Ad Creation 00:00 Conclusion 00:00

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