1452 Scratch courses

Cognitive Behavioural Therapy (CBT) is a widely recognised and highly effective approach to mental well-being, focusing on the interconnection between thoughts, emotions, and behaviours. This course delves into the core principles of CBT, helping individuals understand how negative thought patterns influence actions and how these can be transformed to promote healthier mental states. With its structured and evidence-based methods, CBT has shown remarkable success in treating a variety of conditions, including anxiety, depression, and stress. In this course, you will gain a deep understanding of the fundamental techniques used in CBT. It offers a thorough exploration of cognitive restructuring, behavioural activation, and mindfulness practices, all aimed at fostering a more balanced mindset. Through in-depth study and analysis, you will learn how to identify distorted thought patterns and apply practical strategies to challenge and replace them with more constructive alternatives. This course is ideal for anyone looking to grasp the essential theories and practices of CBT without the need for physical attendance. Key Features of Cognitive Behavioural Therapy Bundle CPD Accredited Cognitive Behavioural Therapy Course Instant PDF certificate Fully online, interactive Cognitive Behavioural Therapycourse Self-paced learning and laptop, tablet, smartphone-friendly 24/7 Learning Assistance Discounts on bulk purchases Enrol now in this Cognitive Behavioural Therapy Bundle course to excel! To become successful in your profession, you must have a specific set of Cognitive Behavioural Therapy skills to succeed in today's competitive world. In this in-depth Cognitive Behavioural Therapytraining course, you will develop the most in-demand Cognitive Behavioural Therapy skills to kickstart your career, as well as upgrade your existing knowledge & skills. Cognitive Behavioural Therapy Curriculum Course 01: Cognitive Behavioural Therapy (CBT) Course 02: Child Psychology & Development Course 03: Diploma in Psychology Course 04: Child Psychology and Mental Health Development Course 05: Child Care Diploma Level 3 Course 06: Child Language Disorder (CLD) Course 07: ADHD Awareness Course 08: Speech Therapy for Children Course 09: Counselling Level 3 Course 10: Child Playwork Course 11: Play Therapy Course 12: Understanding Autism Level 3 Course 13: Mental Health Self-Care Course 14: Anti Social Behaviour (ASB) Course 15: Safeguarding Children: Internet Safety Course 16: Positive Psychology Course 17: Level 3 Coaching & Mentoring Course Course 18: Children and Adolescents Counselling Course Course 19: Learning Disability Nurse and Mental Health Nursing Course 20: Behaviour Support Worker Accreditation This Cognitive Behavioural Therapy bundle courses are CPD accredited, providing you with up-to-date skills and knowledge and helping you to become more competent and effective in your chosen field. Certification Once you've successfully completed your Cognitive Behavioural Therapy course, you will immediately be sent a digital certificate. Also, you can have your printed certificate delivered by post (shipping cost £3.99). CPD 200 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This course is ideal for all employees or anyone who genuinely wishes to learn more about Cognitive Behavioural Therapy basics. Requirements No prior degree or experience is required to enrol in this course. Career path This Cognitive Behavioural Therapy Course will help you to explore avariety of career paths in the related industry. Certificates Digital certificate Digital certificate - Included Hardcopy Certificate Hard copy certificate - Included Hardcopy Certificate (UK Delivery): For those who wish to have a physical token of their achievement, we offer a high-quality, printed certificate. This hardcopy certificate is also provided free of charge. However, please note that delivery fees apply. If your shipping address is within the United Kingdom, the delivery fee will be only £3.99. Hardcopy Certificate (International Delivery): For all international addresses outside of the United Kingdom, the delivery fee for a hardcopy certificate will be only £10.

The Neonatal Nursing CPDQS Accredited Bundle Course is designed for healthcare professionals seeking to expand their expertise in neonatal care. This online course covers a broad spectrum of neonatal nursing principles, focusing on the key elements that shape the care of newborns in various clinical settings. With expert guidance, you will learn the essentials of neonatal assessment, monitoring, and the management of common conditions that affect newborns. Whether you're already in the healthcare profession or new to the field, this course provides you with vital knowledge that is crucial in delivering exceptional care to neonates. Through engaging content and accessible online learning, the Neonatal Nursing CPDQS Accredited Bundle Course allows you to enhance your qualifications without the need for in-person attendance. The course offers a structured yet flexible learning path that fits into your schedule, enabling you to develop your understanding of neonatal nursing theory at your own pace. Perfect for professionals looking to deepen their knowledge, this course helps you stay ahead in the ever-evolving field of neonatal healthcare. Join today and elevate your nursing practice to a new level of expertise. Key Features of Neonatal Nursing Bundle CPD Accredited Neonatal Nursing Course Instant PDF certificate Fully online, interactive Neonatal Nursingcourse Self-paced learning and laptop, tablet, smartphone-friendly 24/7 Learning Assistance Discounts on bulk purchases Enrol now in this Neonatal Nursing Bundle course to excel! To become successful in your profession, you must have a specific set of Neonatal Nursing skills to succeed in today's competitive world. In this in-depth Neonatal Nursingtraining course, you will develop the most in-demand Neonatal Nursing skills to kickstart your career, as well as upgrade your existing knowledge & skills. Neonatal Nursing Curriculum Course 01: Neonatal Nursing Course 02: Paediatric First Aid Level 3 Course 03: Paediatrics Course 04: Paediatric Nurse Course 05: Maternity Care Assistant Course 06: CPR (Cardiopulmonary Resuscitation) Training Course 07: Medical Law Course 08: Care Planning and Record Keeping Course 09: Medication Course 10: Pharmacology Course 11: Care Certificate (Standards 1 to 15) Course 12: Epidemic and Pandemic Disease Awareness Course 13: Personal Hygiene Course Course 14: English for Healthcare Course 15: Child Care Diploma Level 3 Course 16: Safeguarding and Child Protection Training Course 17: Nanny / Governess Course 18: Child Psychology and Mental Health Development Course 19: Social Media for Health & Care Course 20: Ambulance Care Assistant Accreditation This Neonatal Nursing bundle courses are CPD accredited, providing you with up-to-date skills and knowledge and helping you to become more competent and effective in your chosen field. Certification Once you've successfully completed your Neonatal Nursing course, you will immediately be sent a digital certificate. Also, you can have your printed certificate delivered by post (shipping cost £3.99). CPD 200 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This course is ideal for all employees or anyone who genuinely wishes to learn more about Neonatal Nursing basics. Requirements No prior degree or experience is required to enrol in this course. Career path This Neonatal Nursing Course will help you to explore avariety of career paths in the related industry. Certificates Digital certificate Digital certificate - Included Hardcopy Certificate Hard copy certificate - Included Hardcopy Certificate (UK Delivery): For those who wish to have a physical token of their achievement, we offer a high-quality, printed certificate. This hardcopy certificate is also provided free of charge. However, please note that delivery fees apply. If your shipping address is within the United Kingdom, the delivery fee will be only £3.99. Hardcopy Certificate (International Delivery): For all international addresses outside of the United Kingdom, the delivery fee for a hardcopy certificate will be only £10.

The Coaching & Mentoring - CPDQS Accredited Bundle Course offers an insightful approach to developing key coaching and mentoring skills. Perfect for professionals who seek to enhance their expertise, this course focuses on the essential tools and strategies to foster positive change in others. With a well-rounded curriculum designed to meet the needs of today’s fast-paced business environment, participants will discover how to effectively support and guide individuals in their personal and professional growth. This course is entirely online, allowing you to learn at your own pace, whether you're a seasoned coach or just starting out. Through a mix of theory, case studies, and expert guidance, you'll acquire valuable knowledge that can be applied immediately in any coaching or mentoring context. By the end of the course, you'll possess a solid understanding of the key principles that drive successful coaching relationships, equipping you with the confidence to make a lasting impact. Key Features of Coaching & Mentoring Bundle CPD Accredited Coaching & Mentoring Course Instant PDF certificate Fully online, interactive Coaching & Mentoringcourse Self-paced learning and laptop, tablet, smartphone-friendly 24/7 Learning Assistance Discounts on bulk purchases Enrol now in this Coaching & Mentoring Bundle course to excel! To become successful in your profession, you must have a specific set of Coaching & Mentoring skills to succeed in today's competitive world. In this in-depth Coaching & Mentoringtraining course, you will develop the most in-demand Coaching & Mentoring skills to kickstart your career, as well as upgrade your existing knowledge & skills. Coaching & Mentoring Curriculum Course 01: Level 3 Coaching & Mentoring Course Course 02: Problem Solving Skills Course 03: Level 3 Diploma in Management and Leadership Course 04: Motivational Interviewing Course 05: Employee Engagement Course 06: Career Development Course 07: Academic and Personal Development Course 08: Employee Relations Course 09: Motivation Course 10: Mental Health Self-Care Course 11: Corporate Governance Course 12: Anger Management Course 13: Facilities & Maintenance Operative Course 14: Six Sigma Course 15: Project Planning and Execution Course 16: Performance Management Course 17: Time Management in The Workplace Course 18: Team Management Course 19: Positive Psychology Course 20: Communication and Organisational Skills Accreditation This Coaching & Mentoring bundle courses are CPD accredited, providing you with up-to-date skills and knowledge and helping you to become more competent and effective in your chosen field. Certification Once you've successfully completed your Coaching & Mentoring course, you will immediately be sent a digital certificate. Also, you can have your printed certificate delivered by post (shipping cost £3.99). CPD 200 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This course is ideal for all employees or anyone who genuinely wishes to learn more about Coaching & Mentoring basics. Requirements No prior degree or experience is required to enrol in this course. Career path This Coaching & Mentoring Course will help you to explore avariety of career paths in the related industry. Certificates Digital certificate Digital certificate - Included Hardcopy Certificate Hard copy certificate - Included Hardcopy Certificate (UK Delivery): For those who wish to have a physical token of their achievement, we offer a high-quality, printed certificate. This hardcopy certificate is also provided free of charge. However, please note that delivery fees apply. If your shipping address is within the United Kingdom, the delivery fee will be only £3.99. Hardcopy Certificate (International Delivery): For all international addresses outside of the United Kingdom, the delivery fee for a hardcopy certificate will be only £10.

The Construction Engineering CPDQS Accredited Bundle Course offers a robust and in-depth exploration of key concepts in construction engineering. This course is ideal for those keen to broaden their understanding of the industry, providing an accessible yet thorough look into the processes that shape modern construction projects. From structural design to building technology, this course will enhance your grasp of how construction systems are developed and managed. With CPDQS accreditation, you can be confident in the quality and relevance of the content. Throughout the course, you’ll explore the essential elements of construction engineering, focusing on critical areas such as project planning, design, and materials selection. By the end of the course, you will have a clearer understanding of the technical and regulatory aspects of construction projects, along with the ability to assess and apply key principles in your work. Whether you are looking to deepen your knowledge for career progression or simply have a keen interest in the subject, this course offers the perfect platform to build your expertise in construction engineering. Key Features of Construction Engineering Bundle CPD Accredited Construction Engineering Course Instant PDF certificate Fully online, interactive Construction Engineeringcourse Self-paced learning and laptop, tablet, smartphone-friendly 24/7 Learning Assistance Discounts on bulk purchases Enrol now in this Construction Engineering Bundle course to excel! To become successful in your profession, you must have a specific set of Construction Engineering skills to succeed in today's competitive world. In this in-depth Construction Engineeringtraining course, you will develop the most in-demand Construction Engineering skills to kickstart your career, as well as upgrade your existing knowledge & skills. Construction Engineering Curriculum Course 01: Construction Management Level 3 Course 02: CDM Regulations Course 03: Electrical Engineering for Electrical Substations Course 04: Gas Engineering Course 05: Environmental Engineering Course 06: Site Safety Plus Course 07: CSCS Health and Safety in a Construction Environment (Leading to CSCS Green Card) Course 08: Emergency First Aid at Work (EFAW) Course 09: Risk Assessment Course 10: Construction Project Management Course 11: Site Management Course 12: Plumbing Course 13: Noise and Hearing Protection Course 14: Abrasive Wheels Course 15: Purchasing and Procurement Diploma Course 16: Operations and Supply Chain Management Course 17: Asbestos Surveying Course 18: COSHH Awareness Course 19: Health and Safety in the Workplace Level 2 Course 20: Working at Heights and Confined Space Accreditation This Construction Engineering bundle courses are CPD accredited, providing you with up-to-date skills and knowledge and helping you to become more competent and effective in your chosen field. Certification Once you've successfully completed your Construction Engineering course, you will immediately be sent a digital certificate. Also, you can have your printed certificate delivered by post (shipping cost £3.99). CPD 200 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This course is ideal for all employees or anyone who genuinely wishes to learn more about Construction Engineering basics. Requirements No prior degree or experience is required to enrol in this course. Career path This Construction Engineering Course will help you to explore avariety of career paths in the related industry. Certificates Digital certificate Digital certificate - Included Hardcopy Certificate Hard copy certificate - Included Hardcopy Certificate (UK Delivery): For those who wish to have a physical token of their achievement, we offer a high-quality, printed certificate. This hardcopy certificate is also provided free of charge. However, please note that delivery fees apply. If your shipping address is within the United Kingdom, the delivery fee will be only £3.99. Hardcopy Certificate (International Delivery): For all international addresses outside of the United Kingdom, the delivery fee for a hardcopy certificate will be only £10.

In today’s fast-paced business environment, a solid grasp of office skills is a must for anyone looking to excel in the workplace. The Office Skills - CPDQS Accredited Bundle Course is a carefully crafted learning programme designed to help individuals master essential office functions. With a broad focus on key areas like communication, organisation, and digital proficiency, this course equips learners with the skills needed to navigate modern office settings with ease. Whether you're aiming to improve your efficiency or enhance your career prospects, this course ensures you're fully prepared for the demands of office-based roles. By completing the Office Skills - CPDQS Accredited Bundle Course, you'll gain the knowledge to handle common office tasks with confidence. From mastering office software to improving time management, the course covers vital aspects that can elevate your performance. Ideal for anyone seeking to advance their administrative capabilities or enhance their employability, this course offers a flexible, accessible way to upgrade your office skillset without the need for physical attendance. It’s the perfect choice for those eager to keep up with office trends and be seen as a capable, reliable team member. Key Features of Office Skills Bundle CPD Accredited Office Skills Course Instant PDF certificate Fully online, interactive Office Skillscourse Self-paced learning and laptop, tablet, smartphone-friendly 24/7 Learning Assistance Discounts on bulk purchases Enrol now in this Office Skills Bundle course to excel! To become successful in your profession, you must have a specific set of Office Skills skills to succeed in today's competitive world. In this in-depth Office Skillstraining course, you will develop the most in-demand Office Skills skills to kickstart your career, as well as upgrade your existing knowledge & skills. Office Skills Curriculum Course 01: Admin, Secretarial & PA Course 02: Office Skills Training Course 03: Corporate Paralegal Course 04: Performance Management Course 05: Team Management Course 06: Microsoft Word, PowerPoint & Outlook Course 07: Health and Safety in the Workplace Level 2 Course 08: Diploma in Business Management: Corporate Behaviour Course 09: Workplace First Aid Training Course 10: Information Management Course 11: Facilities Management and Workplace Services Course 12: UK Employment Law Course 13: Communication and Organisational Skills Course 14: Meeting Management Online Course 15: Minute Taking Certificate Course 16: Document Control Course 17: Touch Typing Course 18: Email Writing Course 19: Public Speaking Course 20: Leadership Skills Accreditation This Office Skills bundle courses are CPD accredited, providing you with up-to-date skills and knowledge and helping you to become more competent and effective in your chosen field. Certification Once you've successfully completed your Office Skills course, you will immediately be sent a digital certificate. Also, you can have your printed certificate delivered by post (shipping cost £3.99). CPD 200 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This course is ideal for all employees or anyone who genuinely wishes to learn more about Office Skills basics. Requirements No prior degree or experience is required to enrol in this course. Career path This Office Skills Course will help you to explore avariety of career paths in the related industry. Certificates Digital certificate Digital certificate - Included Hardcopy Certificate Hard copy certificate - Included Hardcopy Certificate (UK Delivery): For those who wish to have a physical token of their achievement, we offer a high-quality, printed certificate. This hardcopy certificate is also provided free of charge. However, please note that delivery fees apply. If your shipping address is within the United Kingdom, the delivery fee will be only £3.99. Hardcopy Certificate (International Delivery): For all international addresses outside of the United Kingdom, the delivery fee for a hardcopy certificate will be only £10.

If you’ve ever found yourself listening to others, offering guidance, or wondering how people navigate life’s challenges, the Social Worker - CPDQS Accredited Bundle Course might just be your thing. This online course is designed for anyone who wants to understand the systems and support structures behind social care work. You’ll explore key areas like mental health, family dynamics, safeguarding, substance misuse, and more — all from your own home, with the flexibility to learn when it suits you. Whether you're looking to explore a new direction or aiming to add weight to your existing knowledge, this course gives you a strong foundation in the field of social work. With the growing demand for support workers across the UK — and average salaries ranging between £23,000 and £42,000 — this is a timely opportunity to gain insight into a sector that genuinely makes a difference. The course is accessible, jargon-free, and written in plain English, making it ideal for learners of all levels who want to engage with meaningful topics and pursue a rewarding role in social services. Key Features of Social Worker Bundle CPD Accredited Social Worker Course Instant PDF certificate Fully online, interactive Social Workercourse Self-paced learning and laptop, tablet, smartphone-friendly 24/7 Learning Assistance Discounts on bulk purchases Enrol now in this Social Worker Bundle course to excel! To become successful in your profession, you must have a specific set of Social Worker skills to succeed in today's competitive world. In this in-depth Social Workertraining course, you will develop the most in-demand Social Worker skills to kickstart your career, as well as upgrade your existing knowledge & skills. Social Worker Curriculum Course 01: Social Worker Course 02: Youth Work Diploma Level 3 Course 03: Mental Health Self-Care Course 04: Social Care Worker Course 05: Level 3 Coaching & Mentoring Course Course 06: Level 3 Diploma in Management and Leadership Course 07: Career Development Course 08: Anger Management Course 09: Positive Psychology Course 10: Life Coaching Course 11: Safeguarding Children: Internet Safety Course 12: Adult Social Care Course 13: Adverse Childhood Experiences and Cure Course 14: Substance Misuse Awareness Online Certification Course Course 15: Anti Social Behaviour (ASB) Course 16: Child Protection and Safeguarding Level 3 Course 17: Counselling Level 3 Course 18: Equality & Diversity Course 19: Cross-Cultural Awareness Training Course 20: How to Save Children from Abuse Accreditation This Social Worker bundle courses are CPD accredited, providing you with up-to-date skills and knowledge and helping you to become more competent and effective in your chosen field. Certification Once you've successfully completed your Social Worker course, you will immediately be sent a digital certificate. Also, you can have your printed certificate delivered by post (shipping cost £3.99). CPD 200 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This course is ideal for all employees or anyone who genuinely wishes to learn more about Social Worker basics. Requirements No prior degree or experience is required to enrol in this course. Career path This Social Worker Course will help you to explore avariety of career paths in the related industry. Certificates Digital certificate Digital certificate - Included Hardcopy Certificate Hard copy certificate - Included Hardcopy Certificate (UK Delivery): For those who wish to have a physical token of their achievement, we offer a high-quality, printed certificate. This hardcopy certificate is also provided free of charge. However, please note that delivery fees apply. If your shipping address is within the United Kingdom, the delivery fee will be only £3.99. Hardcopy Certificate (International Delivery): For all international addresses outside of the United Kingdom, the delivery fee for a hardcopy certificate will be only £10.

Whether you’re dreaming of animation for games, films, or freelance projects—this 20-in-1 Animation Course bundle is your shortcut to becoming job-ready in today’s fast-evolving creative industry. Studios and clients are hiring. Your portfolio deserves this head start. 🔍 Description This bundle is built for creators, storytellers, and visual thinkers ready to get serious. Animation today isn't just about drawing—it's about integrating motion, media, and strategy. That’s why this package goes beyond basics, combining animation with web languages, digital marketing, sales writing, and project tools. If you're looking to freelance, land junior animator roles, or work with startups and media agencies, this course collection shows you’re more than just creative—you’re commercially viable. With 20 distinct certificates, you’ll present yourself as a dynamic professional ready for high-demand gigs. And because it's self-paced, you can begin today—no gatekeepers, no waiting lists. ❓ FAQ Q: What careers does this bundle support? A: Animator, Motion Graphics Assistant, Creative VA, Content Creator, Multimedia Designer, and Freelance Artist. Q: Is this suitable for those starting from scratch? A: Yes—it’s structured to support beginners through to intermediate learners. Q: Do I need expensive software to complete the bundle? A: No—everything is online and accessible as-is. Q: Are the certificates industry-recognised? A: Yes—they demonstrate competency and readiness for employment or freelancing. Q: Will I have lifetime access? A: Yes—study whenever and wherever suits you.

Learn new Android APIs such as RoomDatabase, ML Kit for face recognition, Cloud Firestore, Firebase, Maps, and the Android Studio IDE (integrated development environment)

This complete training program comprising levels 1 and 2 is divided into multi-sequential sections to let you gain comprehensive knowledge and understanding of SQL and data analysis. This two-level course is designed to kickstart your SQL knowledge and perform various data analysis tasks and implement SQL in projects independently and efficiently.

Duration 3 Days 18 CPD hours This course is intended for This course is geared for attendees with solid Python skills who wish to learn and use basic machine learning algorithms and concepts 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. Topics Covered: This is a high-level list of topics covered in this course. Please see the detailed Agenda below Getting Started & Optional Python Quick Refresher Statistics and Probability Refresher and Python Practice Probability Density Function; Probability Mass Function; Naive Bayes Predictive Models Machine Learning with Python Recommender Systems KNN and PCA Reinforcement Learning Dealing with Real-World Data Experimental Design / ML in the Real World Time Permitting: Deep Learning and Neural Networks Machine Learning Essentials with Python is a foundation-level, three-day hands-on course that teaches students core skills and concepts in modern machine learning practices. This course is geared for attendees experienced with Python, but new to machine learning, who need introductory level coverage of these topics, rather than a deep dive of the math and statistics behind Machine Learning. Students will learn basic algorithms from scratch. For each machine learning concept, students will first learn about and discuss the foundations, its applicability and limitations, and then explore the implementation and use, reviewing and working with specific use casesWorking in a hands-on learning environment, led by our Machine Learning expert instructor, students will learn about and explore:Popular machine learning algorithms, their applicability and limitationsPractical application of these methods in a machine learning environmentPractical use cases and limitations of algorithms Getting Started Installation: Getting Started and Overview LINUX jump start: Installing and Using Anaconda & Course Materials (or reference the default container) Python Refresher Introducing the Pandas, NumPy and Scikit-Learn Library Statistics and Probability Refresher and Python Practice Types of Data Mean, Median, Mode Using mean, median, and mode in Python Variation and Standard Deviation Probability Density Function; Probability Mass Function; Naive Bayes Common Data Distributions Percentiles and Moments A Crash Course in matplotlib Advanced Visualization with Seaborn Covariance and Correlation Conditional Probability Naive Bayes: Concepts Bayes? Theorem Naive Bayes Spam Classifier with Naive Bayes Predictive Models Linear Regression Polynomial Regression Multiple Regression, and Predicting Car Prices Logistic Regression Logistic Regression Machine Learning with Python Supervised vs. Unsupervised Learning, and Train/Test Using Train/Test to Prevent Overfitting Understanding a Confusion Matrix Measuring Classifiers (Precision, Recall, F1, AUC, ROC) K-Means Clustering K-Means: Clustering People Based on Age and Income Measuring Entropy LINUX: Installing GraphViz Decision Trees: Concepts Decision Trees: Predicting Hiring Decisions Ensemble Learning Support Vector Machines (SVM) Overview Using SVM to Cluster People using scikit-learn Recommender Systems User-Based Collaborative Filtering Item-Based Collaborative Filtering Finding Similar Movie Better Accuracy for Similar Movies Recommending movies to People Improving your recommendations KNN and PCA K-Nearest-Neighbors: Concepts Using KNN to Predict a Rating for a Movie Dimensionality Reduction; Principal Component Analysis (PCA) PCA with the Iris Data Set Reinforcement Learning Reinforcement Learning with Q-Learning and Gym Dealing with Real-World Data Bias / Variance Tradeoff K-Fold Cross-Validation Data Cleaning and Normalization Cleaning Web Log Data Normalizing Numerical Data Detecting Outliers Feature Engineering and the Curse of Dimensionality Imputation Techniques for Missing Data Handling Unbalanced Data: Oversampling, Undersampling, and SMOTE Binning, Transforming, Encoding, Scaling, and Shuffling Experimental Design / ML in the Real World Deploying Models to Real-Time Systems A/B Testing Concepts T-Tests and P-Values Hands-on With T-Tests Determining How Long to Run an Experiment A/B Test Gotchas Capstone Project Group Project & Presentation or Review Deep Learning and Neural Networks Deep Learning Prerequisites The History of Artificial Neural Networks Deep Learning in the TensorFlow Playground Deep Learning Details Introducing TensorFlow Using TensorFlow Introducing Keras Using Keras to Predict Political Affiliations Convolutional Neural Networks (CNN?s) Using CNN?s for Handwriting Recognition Recurrent Neural Networks (RNN?s) Using an RNN for Sentiment Analysis Transfer Learning Tuning Neural Networks: Learning Rate and Batch Size Hyperparameters Deep Learning Regularization with Dropout and Early Stopping The Ethics of Deep Learning Learning More about Deep Learning Additional course details: Nexus Humans Machine Learning Essentials with Python (TTML5506-P) training program is a workshop that presents an invigorating mix of sessions, lessons, and masterclasses meticulously crafted to propel your learning expedition forward. This immersive bootcamp-style experience boasts interactive lectures, hands-on labs, and collaborative hackathons, all strategically designed to fortify fundamental concepts. Guided by seasoned coaches, each session offers priceless insights and practical skills crucial for honing your expertise. Whether you're stepping into the realm of professional skills or a seasoned professional, this comprehensive course ensures you're equipped with the knowledge and prowess necessary for success. While we feel this is the best course for the Machine Learning Essentials with Python (TTML5506-P) course and one of our Top 10 we encourage you to read the course outline to make sure it is the right content for you. Additionally, private sessions, closed classes or dedicated events are available both live online and at our training centres in Dublin and London, as well as at your offices anywhere in the UK, Ireland or across EMEA.