1383 Scratch courses in Leicester delivered Online

The Mandatory Carer Training (UK) – CPDQS Accredited Bundle Course offers a professional, flexible approach to essential carer training. This course has been expertly designed to provide carers with the knowledge and skills required to ensure top-quality care in a variety of settings. Covering key aspects such as safeguarding, manual handling, and mental health awareness, the course is ideal for those looking to enhance their understanding of care procedures without the need for physical attendance. With its CPDQS accreditation, this bundle offers assurance of a standard that meets the most up-to-date regulatory guidelines, making it an essential resource for carers aiming to provide the best service possible. Whether you are new to the field or simply looking to refresh your knowledge, this course delivers all the necessary content in a clear, accessible format. Delivered entirely online, it offers the flexibility to study at your own pace, making it the perfect solution for anyone looking to refine their care practice in a professional and efficient manner. This Mandatory Carer Training 20 courses bundle is a comprehensive course designed to provide a detailed understanding of the nature of the Carer related sector and your key roles within it. Key Features of Mandatory Carer Training Bundle 20 CPD Accredited Carer Course 20 FREE Instant PDF certificate Fully online, interactive Carer course Self-paced learning and laptop, tablet, smartphone-friendly 24/7 Learning Assistance Discounts on bulk purchases Enrol now in this Carer Bundle course to excel! To become successful in your profession, you must have a specific set of Carer skills to succeed in today's competitive world. In this in-depth Carertraining course, you will develop the most in-demand Carer skills to kickstart your career, as well as upgrade your existing knowledge & skills. Carer Curriculum Course 01: Health and Social Care Course 02: Public Health Course 03: Care Planning and Record Keeping Course 04: Diabetes Awareness Course 05: Dyslexia Awareness Course 06: Maternity Care Assistant Course 07: Foster Care Training Course Course 08: End of Life Care Nursing Course 09: Basic Life Support Course 10: Understanding Autism Level 3 Course 11: Drug and Alcohol Awareness Course 12: Psychotherapy and Rehabilitation Counselling Course 13: Mental Health Nursing Course 14: Medical Law Course 15: Safe Handling of Medicines Course 16: Infection Prevention & Control: Health & Safety Consultant Course 17: Epidemic and Pandemic Disease Awareness Course 18: Personal Hygiene Course Course 19: Health and Safety Level 2 Course 20: Basic First Aid Accreditation This Carer 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 Carer 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 Carer basics. Requirements No prior degree or experience is required to enrol in this course. Career path This Carer 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.

Health and safety isn’t just a policy—it’s a mindset that protects people, productivity, and peace of mind. This online course is designed for those looking to build a solid foundation in workplace safety, without the fluff or the lecture-hall snooze-fest. Whether you're responsible for a team or simply keen to sharpen your knowledge, this course keeps things sharp, focused, and surprisingly digestible. Level 2 covers the essential know-how, while Level 3 steps things up with broader responsibilities and deeper insight into managing risks in a working environment. Delivered entirely online for your convenience, this course cuts straight to what matters most: keeping workplaces safe, compliant, and running smoothly. With up-to-date content and straight-talking guidance, it’s ideal for individuals and businesses who take health and safety seriously but still appreciate a touch of common sense. So, if you're ready to learn what actually matters—without falling asleep halfway through—you’re in the right place. Key Features of Health and Safety Bundle CPD Accredited Health and Safety Course Instant PDF certificate Fully online, interactive Health and Safetycourse Self-paced learning and laptop, tablet, smartphone-friendly 24/7 Learning Assistance Discounts on bulk purchases Enrol now in this Health and Safety Bundle course to excel! To become successful in your profession, you must have a specific set of Health and Safety skills to succeed in today's competitive world. In this in-depth Health and Safetytraining course, you will develop the most in-demand Health and Safety skills to kickstart your career, as well as upgrade your existing knowledge & skills. Health and Safety Curriculum Course 01: Health and Safety Level 2 Course 02: Health and Safety Level 3 Course 03: CSCS Health and Safety in a Construction Environment (Leading to CSCS Green Card) Course 04: Asbestos Surveying Course 05: COSHH Awareness Course 06: Noise and Hearing Protection Course 07: Working at Heights and Confined Space Course 08: Emergency First Aid at Work (EFAW) Course 09: Health & Social Care Course 10: Drugs Awareness Course 11: Safe Handling of Medicines Course 12: Medication Course 13: Child Health and Safety Course 14: Level 5 Cleaning Supervisor Professional Certificate Course 15: Fire Extinguisher Course 16: Ambulance Care Assistant Course 17: Personal Hygiene Course Course 18: CPR (Cardiopulmonary Resuscitation) Training Course 19: Environmental Health Course 20: Basic Life Support Accreditation This Health and Safety 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 Health and Safety 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 Health and Safety basics. Requirements No prior degree or experience is required to enrol in this course. Career path This Health and Safety 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.

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.

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.

Course Overview canva is one of the most popular and effective tools for graphic designers for fast designing. If you want to use your graphic designing for marketing or put your idea online then the large library of canva can help you choose any template and edit it as you wish. Learn the effective techniques of canva to create beautiful and eye-catching graphics from this Graphic Elements of Design: Color Theory and Application course and promote your ideas effectively. This Graphic Elements of Design: Color Theory and Application course will help you to apply different colour theories and fundamentals in your project. You will learn how to use graphic theories and colours for data visualisation. You will be able to use professional colour palettes, proximity, typography and many other graphic components to beautify your design. This course will help you learn graphic designing techniques from scratch. It is a very effective course for aspiring graphic designers and marketers who wants to learn Canva techniques. Learning Outcomes Familiarize with the fundamentals and theories of graphic designing Understand colour interaction and colour harmony in designing Be able to create different types of colour combinations and apply them to your design Learn how to create a professional colour palette Gain the skill to work with colour, images and typography Learn how colour basics work for branding Learn the cultural connection of colours Who is this course for? This course is perfect for anyone who wants to learn graphic designing or strengthen their basics of designing. You will learn the basic theories and elements of graphic designing and their application from this curse. Entry Requirement This course is available to all learners, of all academic backgrounds. Learners should be aged 16 or over to undertake the qualification. Good understanding of English language, numeracy and ICT are required to attend this course. Certification After you have successfully completed the course, you will be able to obtain an Accredited Certificate of Achievement. You can however also obtain a Course Completion Certificate following the course completion without sitting for the test. Certificates can be obtained either in hardcopy at the cost of £39 or in PDF format at the cost of £24. PDF certificate's turnaround time is 24 hours, and for the hardcopy certificate, it is 3-9 working days. Why choose us? Affordable, engaging & high-quality e-learning study materials; Tutorial videos/materials from the industry-leading experts; Study in a user-friendly, advanced online learning platform; Efficient exam systems for the assessment and instant result; The UK & internationally recognized accredited qualification; Access to course content on mobile, tablet or desktop from anywhere anytime; The benefit of career advancement opportunities; 24/7 student support via email. Career Path Graphic Elements of Design: Color Theory and Application is a useful qualification to possess and would be beneficial for any related profession or industry such as: Graphic Designers Illustrators Digital Artists Artists Social Media Marketers Logo Designers Banner Designers Introduction Module 01: Colour Theory- Basic Terms 00:03:00 Module 02: Use Values to Establish Hierarchy in Photoshop CC 00:04:00 Module 03: Class Exercise: Value 00:01:00 Module 04: Colour Fundamentals: Colour Wheel 00:02:00 Module 05: Colour Combinations 00:05:00 How to Work with Colours in Adobe Illustrator CC 2020 Module 06: Colour Modes in Adobe Illustrator CC 00:01:00 Module 07: Working with Existing Colours 00:02:00 Module 08: Customising Colours 00:01:00 Module 09: Save Colour Swatches 00:01:00 Module 10: Global Colours 00:01:00 Module 11: Duplicate Global Colours 00:01:00 Module 12: Adobe Colour Themes 00:04:00 Module 13: Colour Guides 00:01:00 Module 14: Recolour Artwork 00:03:00 Module 15: Colouring the Line Art 00:03:00 Module 16: Save as Template 00:03:00 Colour Systems Module 17: CMYK Colour System 00:02:00 Module 18: RGB Colour System 00:01:00 Module 19: Pantone Colour System 00:01:00 Different Techniques to Develop Successful Colour Palettes Module 20: Colour Technique- The Subordinate, Dominant and Accent Technique 00:01:00 Module 21: Colour Technique- Meaning Based Technique for Harmonising Colours 00:01:00 Module 22: Colour Technique- Meaning Based Colour Technique Exercise 00:03:00 Module 23: Colour Technique- One Colour Palette Technique 00:01:00 Module 24: Colour Technique- Two Colour Palette Technique 00:01:00 Module 25: Colour Technique- Progressive Colour Technique 00:01:00 Module 26: Colour Technique-Repetition or Reoccurrence or Gradient Technique 00:01:00 Module 27: Colour Progression and Repetition Exercise 00:08:00 Module 28: Colour Technique- Black and White Technique 00:02:00 Module 29: Colour as Provocateur 00:01:00 Module 30: Excessive Colour Solutions 00:02:00 Module 31: Colour Overlap Technique 00:01:00 Colour Interaction and Proximity Module 32: Introduction 00:01:00 Module 33: Colour Interaction 00:01:00 Module 34: Different Colour Types 00:04:00 Module 35: Class Exercise: Colour Interaction 00:03:00 Module 36: How Light Affect Your Colours 00:01:00 Module 37: Interaction and Proximity 00:01:00 Module 38: Colour Proximity Exercise 00:02:00 Module 39: How to Make that Geometric Grid Design to Practice Your Colour 00:08:00 Colour and Imagery Module 40:Colour in Images, Illustrations and Type 00:01:00 Module 41:Colour and Imagery 00:01:00 Module 42:Best Royalty-free Images Websites 00:02:00 Module 43: Apply Colour to Your Images in Photoshop CC 00:06:00 Module 44: Images as Element of the Composition 00:04:00 Module 45: Proofing Colours 00:05:00 Module 46: Save for Printing 00:02:00 Module 47: Class Project- Colour and Texture 00:03:00 Colours and Illustration Module 48: Colour and Illustration 00:02:00 Module 49: Best Resources to Get Customisable Illustration 00:02:00 Colour and Type Module 50: How to Use Colours and Type 00:01:00 Module 51: Colour and Hierarchy 00:01:00 Module 52: Display text 00:02:00 Module 53: Specific Fonts 00:01:00 Module 54: Body Text and Colour 00:02:00 Module 55: Apply Effects to Display Text in Adobe Illustrator 00:04:00 Module 56: Best Fonts Resources Websites 00:02:00 Module 57: Class Project- Magazine Mock-up 00:07:00 Colours in Data Visualisation Module 58: Introduction to Colours in Data Visualisation 00:01:00 Module 59: Colours in Data Visualisation 00:03:00 Module 60: Different Ways to Import Charts 00:04:00 Module 61: The Process of Decluttering 00:09:00 Colours in Brand Identity Basics Module 62: Introduction to Colours in Branding 00:01:00 Module 63: Colours in Brand Identity- Part 1 00:10:00 Module 64: Colours in Brand Identity- Part 2 00:06:00 Module 65: Class Project- Logo 00:01:00 Certificate and Transcript Order Your Certificates and Transcripts 00:00:00

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.