858 Learning Support Assistant (LSA) courses in Manchester delivered Online

SEN Teaching Assistants are responsible for a wide range of practical and administrative tasks. Their work helps support pupils' learning and creates more available time for teaching. There is a huge demand for SEN Teaching Assistants, and if you think you're up to the challenge then this award-winning Special Educational Needs (SEN) Teaching Assistant course is the perfect course for you. The course is structured into 9 modules with expertly designed online study materials and video lessons which will teach you everything you need to succeed. You will also discover how to identify students most in need of support and plan for the special educational needs of various pupils. After taking this course, you will be fully prepared to become an ideal teaching assistant to all children and make a real difference to a child's learning. Why Choose this Course? Earn a digital Certificate upon successful completion. Accessible, informative modules taught by expert instructors Study in your own time, at your own pace, through your computer tablet or mobile device Benefit from instant feedback through mock exams and multiple-choice assessments Get 24/7 help or advice from our email and live chat teams Full tutor support on weekdays Course Design The course is delivered through our online learning platform, accessible through any internet-connected device. There are no formal deadlines or teaching schedules, meaning you are free to study the course at your own pace. You are taught through a combination of Video lessons Online study materials Mock exams Multiple-choice assessment Certificate of Achievement CPD Certificate from Janets Upon successful completion of the course, you will be able to obtain your course completion e-certificate free of cost. Print copy by post is also available at an additional cost of £9.99 and PDF Certificate at £4.99. Method of Assessment To successfully complete the course, students will have to take an automated multiple-choice exam. This exam will be online and you will need to score 60% or above to pass the course. To verify your enhanced skills in the subject, we recommend that you also complete the assignment questions. These can be completed at any time which is convenient for yourself and will be assessed by our in-house specialised tutors. Full feedback will then be given on your current performance, along with any further advice or support. Who is this course for? Special Educational Needs (SEN) Teaching Assistant course is suitable for anyone who want to gain extensive knowledge, potential experience and expert skills in the related field. This is a great opportunity for all student from any academic backgrounds to learn more on this subject. Career path Training offered by the Special Educational Needs (SEN) Teaching Assistant course could potentially benefit a range of roles, but would particularly enhance careers in Education Teaching Training Support Work SEN Education Other expert SEN teaching roles

Level 2 Award in Support Work in Schools and Colleges Online The Level 2 Award in Support Work in Schools and Colleges Course is designed to help learners understand the duties and responsibilities of those who support teaching and learning in schools, as well as to provide an opportunity to develop the skills and knowledge needed to do so effectively and freely. The qualification prepares learners to assist the teacher and the delivery of curriculum within a school, as well as develop skills to assist children and young people in developing self-esteem, independence, and learning skills. It aims to improve professional and technical skills and knowledge, as well as an understanding of the value of strong relationships within a school. This Level 2 Award in Support Work in Schools and Colleges Course is suitable for Learners who can progress into Level 2 Award in Support Work in Schools and Colleges Course. Learning Outcomes After completing this Support Work: Support Work Bundle course, the learner will be able to: Understand the organization of schools and colleges in terms of roles and responsibilities. Gain a thorough understanding of children and young people's development. Understand how to communicate and develop professional relationships with children and young people. Know the legislative and policy framework for health and safety. Know about safeguarding the welfare of children and young people. Understand the importance of promoting equality and diversity in a learning environment. Courses are included in this Support Work: Support Work Bundle Course Course 01: Level 2 Award in Support Work in Schools and Colleges Course 02: Speech & Language Therapy Course 03: Primary Teaching Diploma Other Benefits of Support Work: Support Work Course Free 3 PDF Certificate Lifetime Access Free Retake Exam Tutor Support [ Note: Free PDF certificate as soon as completing the Support Work: Support Work course] Level 2 Award in Support Work in Schools and Colleges Industry Experts Designed this Level 2 Award in Support Work in Schools and Colleges course into 06 detailed modules. Detail Course Curriculum of Level 2 Award in Support Work in Schools and Colleges Module 01: Understand Schools and Colleges as Organisations Module 02: Understand Children and Young People's Development Module 03: Understand Communication and Professional Relationships with Children, Young People and Adults Module 04: Understand Children and Young People's Health and Safety Module 05: Safeguarding Children and Young People Module 06: Understand Equality, Diversity and Inclusion in Work with Children and Young People Assessment Method of Support Work: Support Work Course After completing each module of the Support Work: Support Work Course, you will find automated MCQ quizzes. To unlock the next module, you need to complete the quiz task and get at least 60% marks. Certification of Support Work: Support Work Course After completing the MCQ/Assignment assessment for this Support Work: Support Work Course, you will be entitled to a Certificate of Completion from Training Tale. Who is this course for? Level 2 Award in Support Work in Schools and Colleges Support Work: Support Work course is suitable for a range of learners, including young people, senior learners, learners with special educational needs, and learners for whom English is a second language who want to work in a school or college setting. Special Note: Our Level 2 Award in Support Work in Schools and Colleges Course is Knowledge based not a regulated course. To get Qualified, you may choose the following options: Level 2 Award in Support Work in Schools (RQF) Level 3 Award in Support Work in Schools (RQF) Level 2 Certificate in Supporting Teaching and Learning in Schools CACHE Level 2 Award in Support Work in Schools and Colleges Level 2 Award Supporting Teaching and Learning in Schools Level 3 Award in Supporting Teaching and Learning in Schools (RQF) Family Law Requirements Level 2 Award in Support Work in Schools and Colleges Students who intend to enrol in this Level 2 Award in Support Work in Schools and Colleges must meet the following requirements: Support Work: Good command of the English language Support Work: Must be vivacious and self-driven. Support Work: Basic computer knowledge. Support Work: A minimum of 16 years of age is required. Career path Level 2 Award in Support Work in Schools and Colleges This Support Work: Support Work course will enable candidates to utilise their gained expertise in a wide range of promising career opportunities, such as: Teacher Education Professional Education Trainer Teaching Assistant Education and Training Officer Certificates Certificate of completion Digital certificate - Included

>> Award in Support Work in Schools & Colleges << The Award in Support Work in Schools & Colleges course is designed to help learners understand the duties and responsibilities of those who support teaching and learning in schools, as well as to provide an opportunity to develop the skills and knowledge needed to do so effectively and freely. The qualification prepares learners to assist the teacher and the delivery of curriculum within a school, as well as develop skills to assist children and young people in developing self-esteem, independence, and learning skills. It aims to improve professional and technical skills and knowledge, as well as an understanding of the value of strong relationships within a school. Learning Outcomes After completing this Award in Support Work in Schools & Colleges Bundle course, the learner will be able to: Understand the organisation of schools and colleges in terms of roles and responsibilities. Gain a thorough understanding of children and young people's development. Understand how to communicate and develop professional relationships with children and young people. Know the legislative and policy framework for health and safety. Know about safeguarding the welfare of children and young people. Understand the importance of promoting equality and diversity in a learning environment. Why Choose Award in Support Work in Schools & Colleges Bundle Course from Us Self-paced course, access available from anywhere. Easy to understand, high-quality study materials. Course developed by industry experts. MCQ quiz after each module to assess your learning. Automated and instant assessment results. 24/7 support via live chat, phone call or email. Free PDF certificate as soon as completing the Award in Support Work in Schools and Colleges course. ***Courses are included in this Award in Support Work in Schools & Colleges Bundle Course Course 01: Level 2 Award in Support Work in Schools and Colleges Course 02: Speech & Language Therapy Course 03: Primary Teaching Diploma ***Other Benefits of Award in Support Work in Schools & Colleges Course*** Free 3 PDF Certificate Lifetime Access Free Retake Exam Tutor Support [ Note: Free PDF certificate will provide as soon as completing the Award in Support Work in Schools & Colleges course] >> Award in Support Work in Schools & Colleges << Detail Course Curriculum Of Award in Support Work in Schools & Colleges Module 01: Understand Schools and Colleges as Organisations Module 02: Understand Children and Young People's Development Module 03: Understand Communication and Professional Relationships with Children, Young People and Adults Module 04: Understand Children and Young People's Health and Safety Module 05: Safeguarding Children and Young People Module 06: Understand Equality, Diversity and Inclusion in Work with Children and Young People >> ------------------------ << Assessment Method After completing each module of the Award in Support Work in Schools & Colleges Course, you will find automated MCQ quizzes. To unlock the next module, you need to complete the quiz task and get at least 60% marks. Certification After completing the MCQ/Assignment assessment for this Award in Support Work in Schools & Colleges course, you will be entitled to a Certificate of Completion from Training Tale. The certificate is in PDF format, which is completely free to download. A printed version is also available upon request. It will also be sent to you through a courier for £13.99. Who is this course for? Award in Support Work in Schools and Colleges course is suitable for a range of learners, including young people, senior learners, learners with special educational needs, and learners for whom English is a second language who want to work in a school or college setting. Requirements There are no specific requirements for Award in Support Work in Schools & Colleges course because it does not require any advanced knowledge or skills. Students who intend to enrol in this Award in Support Work in Schools & Colleges course must meet the following requirements: Good command of the English language Must be vivacious and self-driven Basic computer knowledge A minimum of 16 years of age is required Career path This Award in Support Work in Schools & Colleges course will enable candidates to utilize their gained expertise in a wide range of promising career opportunities, such as: Teacher Education Professional Education Trainer Teaching Assistant Education and Training Officer Certificates Certificate of completion Digital certificate - Included

In this competitive job market, you need to have some specific skills and knowledge to start your career and establish your position. This Positive Handling in Schools course will help you understand the current demands, trends and skills in the sector. The course will provide you with the essential skills you need to boost your career growth in no time. The Positive Handling in Schools course will give you clear insight and understanding about your roles and responsibilities, job perspective and future opportunities in this field. You will be familiarised with various actionable techniques, career mindset, regulations and how to work efficiently. This course is designed to provide an introduction to Positive Handling in Schools and offers an excellent way to gain the vital skills and confidence to work toward a successful career. It also provides access to proven educational knowledge about the subject and will support those wanting to attain personal goals in this area. Learning Objectives Learn the fundamental skills you require to be an expert Explore different techniques used by professionals Find out the relevant job skills & knowledge to excel in this profession Get a clear understanding of the job market and current demand Update your skills and fill any knowledge gap to compete in the relevant industry CPD accreditation for proof of acquired skills and knowledge Who is this Course for? Whether you are a beginner or an existing practitioner, our CPD accredited Positive Handling in Schools course is perfect for you to gain extensive knowledge about different aspects of the relevant industry to hone your skill further. It is also great for working professionals who have acquired practical experience but require theoretical knowledge with a credential to support their skill, as we offer CPD accredited certification to boost up your resume and promotion prospects. Entry Requirement Anyone interested in learning more about this subject should take this Positive Handling in Schools course. This course will help you grasp the basic concepts as well as develop a thorough understanding of the subject. The course is open to students from any academic background, as there is no prerequisites to enrol on this course. The course materials are accessible from an internet enabled device at anytime of the day. CPD Certificate from Course Gate At the successful completion of the course, you can obtain your CPD certificate from us. You can order the PDF certificate for £4.99 and the hard copy for £9.99. Also, you can order both PDF and hardcopy certificates for £12.99. Career path The Positive Handling in Schools will help you to enhance your knowledge and skill in this sector. After accomplishing this course, you will enrich and improve yourself and brighten up your career in the relevant job market. Course Curriculum Module 01: Introduction to Positive Handling in School Introduction to Positive Handling in School 00:19:00 Module 02: A Serious Business A Serious Business 00:24:00 Module 03: The Aggression Curve The Aggression Curve 00:18:00 Module 04: Trauma and Disability Management Trauma and Disability Management 00:22:00 Module 05: The SCARF Model The SCARF Model 00:25:00 Module 06: Government Advice and Guidance Government Advice and Guidance 00:20:00 Module 07: Making Decisions: Duty of Care Making Decisions: Duty of Care 00:20:00 Module 08: The Law The Law 00:19:00 Module 09: Physical Intervention and Restraint Physical Intervention and Restraint 00:20:00 Module 10: Screening, Searching and Confiscation Screening, Searching and Confiscation 00:21:00 Certificate and Transcript Order Your Certificates or Transcripts 00:00:00

>> Level 2 Award in Support Work in Schools and Colleges << The Level 2 Award in Support Work in Schools and Colleges course is designed to help learners understand the duties and responsibilities of those who support teaching and learning in schools, as well as to provide an opportunity to develop the skills and knowledge needed to do so effectively and freely. The qualification prepares learners to assist the teacher and the delivery of curriculum within a school, as well as develop skills to assist children and young people in developing self-esteem, independence, and learning skills. It aims to improve professional and technical skills and knowledge, as well as an understanding of the value of strong relationships within a school. Learning Outcomes After completing this Level 2 Award in Support Work in Schools and Colleges Bundle course, the learner will be able to: Understand the organisation of schools and colleges in terms of roles and responsibilities. Gain a thorough understanding of children and young people's development. Understand how to communicate and develop professional relationships with children and young people. Know the legislative and policy framework for health and safety. Know about safeguarding the welfare of children and young people. Understand the importance of promoting equality and diversity in a learning environment. Why Choose Level 2 Award in Support Work in Schools and Colleges Bundle Course from Us Self-paced course, access available from anywhere. Easy to understand, high-quality study materials. Course developed by industry experts. MCQ quiz after each module to assess your learning. Automated and instant assessment results. 24/7 support via live chat, phone call or email. Free PDF certificate as soon as completing the Level 2 Award in Support Work in Schools and Colleges course. ***Courses are included in this Level 2 Award in Support Work in Schools and Colleges Bundle Course Course 01: Level 2 Award in Support Work in Schools and Colleges Course 02: Primary Teaching Diploma ***Other Benefits of Level 2 Award in Support Work in Schools and Colleges Course*** Free 3 PDF Certificate Lifetime Access Free Retake Exam Tutor Support [ Note: Free PDF certificate will provide as soon as completing the Level 2 Award in Support Work in Schools and Colleges course] >> Level 2 Award in Support Work in Schools and Colleges << Detail Course Curriculum Of Level 2 Award in Support Work in Schools and Colleges Module 01: Understand Schools and Colleges as Organisations Module 02: Understand Children and Young People's Development Module 03: Understand Communication and Professional Relationships with Children, Young People and Adults Module 04: Understand Children and Young People's Health and Safety Module 05: Safeguarding Children and Young People Module 06: Understand Equality, Diversity and Inclusion in Work with Children and Young People >> ------------------------------ << Assessment Method After completing each module of the Course, you will find automated MCQ quizzes. To unlock the next module, you need to complete the quiz task and get at least 60% marks. Certification After completing the MCQ/Assignment assessment for this course, you will be entitled to a Certificate of Completion from Training Tale. The certificate is in PDF format, which is completely free to download. A printed version is also available upon request. It will also be sent to you through a courier for £13.99. Who is this course for? Level 2 Award in Support Work in Schools and Colleges course is suitable for a range of learners, including young people, senior learners, learners with special educational needs, and learners for whom English is a second language who want to work in a school or college setting. Requirements >> Level 2 Award in Support Work in Schools and Colleges << There are no specific requirements for Level 2 Award in Support Work in Schools and Colleges course because it does not require any advanced knowledge or skills. Career path This Level 2 Award in Support Work in Schools and Colleges course will enable candidates to utilise their gained expertise in a wide range of promising career opportunities, such as: Teacher Education Professional Education Trainer Teaching Assistant Education and Training Officer Certificates Certificate of completion Digital certificate - Included

>> Level 2 Award in Support Work in Schools & Colleges << The Level 2 Award in Support Work in Schools & Colleges course is designed to help learners understand the duties and responsibilities of those who support teaching and learning in schools, as well as to provide an opportunity to develop the skills and knowledge needed to do so effectively and freely. The qualification prepares learners to assist the teacher and the delivery of curriculum within a school, as well as develop skills to assist children and young people in developing self-esteem, independence, and learning skills. It aims to improve professional and technical skills and knowledge, as well as an understanding of the value of strong relationships within a school. Learning Outcomes After completing this Level 2 Award in Support Work in Schools & Colleges Bundle course, the learner will be able to: Understand the organisation of schools and colleges in terms of roles and responsibilities. Gain a thorough understanding of children and young people's development. Understand how to communicate and develop professional relationships with children and young people. Know the legislative and policy framework for health and safety. Know about safeguarding the welfare of children and young people. Understand the importance of promoting equality and diversity in a learning environment. Why Choose Level 2 Award in Support Work in Schools & Colleges Bundle Course from Us Self-paced course, access available from anywhere. Easy to understand, high-quality study materials. Course developed by industry experts. MCQ quiz after each module to assess your learning. Automated and instant assessment results. 24/7 support via live chat, phone call or email. Free PDF certificate as soon as completing the Level 2 Award in Support Work in Schools & Colleges course. ***Courses are included in this Level 2 Award in Support Work in Schools & Colleges Bundle Course Course 01: Level 2 Award in Support Work in Schools and Colleges Course 02: Speech & Language Therapy Course 03: Primary Teaching Diploma ***Other Benefits of Level 2 Award in Support Work in Schools & Colleges Course*** Free 3 PDF Certificate Lifetime Access Free Retake Exam Tutor Support [ Note: Free PDF certificate as soon as completing the Level 2 Award in Support Work in Schools & Colleges course] >> Level 2 Award in Support Work in Schools & Colleges << Detail Course Curriculum Of Level 2 Award in Support Work in Schools and Colleges Module 01: Understand Schools and Colleges as Organisations Module 02: Understand Children and Young People's Development Module 03: Understand Communication and Professional Relationships with Children, Young People and Adults Module 04: Understand Children and Young People's Health and Safety Module 05: Safeguarding Children and Young People Module 06: Understand Equality, Diversity and Inclusion in Work with Children and Young People >> ------------------------ << Assessment Method After completing each module of the Course, you will find automated MCQ quizzes. To unlock the next module, you need to complete the quiz task and get at least 60% marks. Certification After completing the MCQ/Assignment assessment for this course, you will be entitled to a Certificate of Completion from Training Tale. The certificate is in PDF format, which is completely free to download. A printed version is also available upon request. It will also be sent to you through a courier for £13.99. Who is this course for? Level 2 Award in Support Work in Schools & Colleges course is suitable for a range of learners, including young people, senior learners, learners with special educational needs, and learners for whom English is a second language who want to work in a school or college setting. Requirements >> Level 2 Award in Support Work in Schools & Colleges << There are no specific requirements for Level 2 Award in Support Work in Schools & Colleges course because it does not require any advanced knowledge or skills. Career path This Level 2 Award in Support Work in Schools & Colleges course will enable candidates to utilize their gained expertise in a wide range of promising career opportunities, such as: Teacher Education Professional Education Trainer Teaching Assistant Education and Training Officer Certificates Certificate of completion Digital certificate - Included

Overview Uplift Your Career & Skill Up to Your Dream Job - Learning Simplified From Home! Kickstart your career & boost your employability by helping you discover your skills, talents and interests with our special SENCO - Special Educational Needs Coordination Course . You'll create a pathway to your ideal job as this course is designed to uplift your career in the relevant industry. It provides professional training that employers are looking for in today's workplaces. The SENCO - Special Educational Needs Coordination Course is one of the most prestigious training offered at StudyHub and is highly valued by employers for good reason. This SENCO - Special Educational Needs Coordination Course has been designed by industry experts to provide our learners with the best learning experience possible to increase their understanding of their chosen field. This SENCO - Special Educational Needs Coordination Course , like every one of Study Hub's courses, is meticulously developed and well researched. Every one of the topics is divided into elementary modules, allowing our students to grasp each lesson quickly. At StudyHub, we don't just offer courses; we also provide a valuable teaching process. When you buy a course from StudyHub, you get unlimited Lifetime access with 24/7 dedicated tutor support. Why buy this SENCO - Special Educational Needs Coordination Course? Unlimited access to the course for forever Digital Certificate, Transcript, student ID all included in the price Absolutely no hidden fees Directly receive CPD accredited qualifications after course completion Receive one to one assistance on every weekday from professionals Immediately receive the PDF certificate after passing Receive the original copies of your certificate and transcript on the next working day Easily learn the skills and knowledge from the comfort of your home Certification After studying the course materials of the SENCO - Special Educational Needs Coordination Course there will be a written assignment test which you can take either during or at the end of the course. After successfully passing the test you will be able to claim the pdf certificate for free. Original Hard Copy certificates need to be ordered at an additional cost of £8. Who is this course for? This SENCO - Special Educational Needs Coordination Course is ideal for Students Recent graduates Job Seekers Anyone interested in this topic People already working in the relevant fields and want to polish their knowledge and skill. Prerequisites This SENCO - Special Educational Needs Coordination Course does not require you to have any prior qualifications or experience. You can just enrol and start learning.This SENCO - Special Educational Needs Coordination Course was made by professionals and it is compatible with all PC's, Mac's, tablets and smartphones. You will be able to access the course from anywhere at any time as long as you have a good enough internet connection. Career path As this course comes with multiple courses included as bonus, you will be able to pursue multiple occupations. This SENCO - Special Educational Needs Coordination Course is a great way for you to gain multiple skills from the comfort of your home. Course Curriculum Module 01: Introduction to SEN Co-ordination Introduction to SEN Co-ordination 00:15:00 Module 02: The SENCO Role in Policy and Practice The SENCO Role in Policy and Practice 00:11:00 Module 03: Roles and Responsibilities within whole School SEN Co-ordination Roles and Responsibilities within whole School SEN Co-ordination 00:14:00 Module 04: Supporting Teaching and Learning Supporting Teaching and Learning 00:27:00 Module 05: The SENCO and the Senior Leadership Team The SENCO and the Senior Leadership Team 00:16:00 Module 06: Supporting Colleagues and working with Professionals and Organisations beyond the School Supporting Colleagues and working with Professionals and Organisations beyond the School 00:27:00 Module 07: Developing Relationship with Pupils and Parents Developing Relationship with Pupils and Parents 00:21:00 Module 08: SENCO's Role in Leading and Managing SEND Administration SENCO's Role in Leading and Managing SEND Administration 00:19:00 Module 09: Challenges and Opportunities Challenges and Opportunities 00:18:00 Module 10: Developing Inclusive Practice and the Future SENCO Role Developing Inclusive Practice and the Future SENCO Role 00:15:00 Recommended Readings Recommended Readings - SENCO - Special Educational Needs Coordination Course 00:00:00

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.