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Highlights of the Course Course Type: Online Learning Duration: 367 Hours Tutor Support: Tutor support is included Customer Support: 24/7 customer support is available Quality Training: The course is designed by an industry expert Recognised Credential: Recognised and Valuable Certification Completion Certificate: Free Course Completion Certificate Included Instalment: 3 Installment Plan on checkout What you will learn from this course? Gain comprehensive knowledge about psychotherapist and counsellor Understand the core competencies and principles of psychotherapist and counsellor Explore the various areas of psychotherapist and counsellor Know how to apply the skills you acquired from this course in a real-life context Become a confident and expert psychotherapist and counsellor Counselling and Psychotherapy Diploma Course Online Master the skills you need to propel your career forward in counselling and psychotherapy. This course will equip you with the essential knowledge and skillset that will make you a confident counsellor and psychotherapist and take your career to the next level. This comprehensive counselling and psychotherapy course is designed to help you surpass your professional goals. The skills and knowledge that you will gain through studying this counselling and psychotherapy course will help you get one step closer to your professional aspirations and develop your skills for a rewarding career. This Diploma in Psychotherapy and Counselling at QLS Level 4 course is endorsed by the Quality Licence Scheme for its high-quality, non-regulated provision and training programmes. The Quality Licence Scheme is a brand of the Skills and Education Group, a leading national awarding organisation for providing high-quality vocational qualifications across a wide range of industries.  This comprehensive course will teach you the theory of effective counselling and psychotherapy practice and equip you with the essential skills, confidence and competence to assist you in the counselling and psychotherapy industry. You'll gain a solid understanding of the core competencies required to drive a successful career in counselling and psychotherapy. This course is designed by industry experts, so you'll gain knowledge and skills based on the latest expertise and best practices. This extensive course is designed for counsellor and psychotherapist or for people who are aspiring to specialise in counselling and psychotherapy.This Diploma in Psychotherapy and Counselling at QLS Level 4 course has been endorsed by the Quality Licence Scheme for its high-quality, non-regulated provision and training programmes. This course is not regulated by Ofqual and is not an accredited qualification.  Enrol in this counselling and psychotherapy course today and take the next step towards your personal and professional goals. Earn industry-recognised credentials to demonstrate your new skills and add extra value to your CV that will help you outshine other candidates. Who is this Course for? This comprehensive counselling and psychotherapy course is ideal for anyone wishing to boost their career profile or advance their career in this field by gaining a thorough understanding of the subject. Anyone willing to gain extensive knowledge on this counselling and psychotherapy can also take this course. Whether you are a complete beginner or an aspiring professional, this course will provide you with the necessary skills and professional competence, and open your doors to a wide number of professions within your chosen sector. Entry Requirements This counselling and psychotherapy course has no academic prerequisites and is open to students from all academic disciplines. You will, however, need a laptop, desktop, tablet, or smartphone, as well as a reliable internet connection. Assessment This counselling and psychotherapy course assesses learners through multiple-choice questions (MCQs). Upon successful completion of the modules, learners must answer MCQs to complete the assessment procedure. Through the MCQs, it is measured how much a learner could grasp from each section. In the assessment pass mark is 60%. Advance Your Career This counselling and psychotherapy course will provide you with a fresh opportunity to enter the relevant job market and choose your desired career path. Additionally, you will be able to advance your career, increase your level of competition in your chosen field, and highlight these skills on your resume. Recognised Accreditation This course is accredited by continuing professional development (CPD). CPD UK is globally recognised by employers, professional organisations, and academic institutions, thus a certificate from CPD Certification Service creates value towards your professional goal and achievement. The Quality Licence Scheme is a brand of the Skills and Education Group, a leading national awarding organisation for providing high-quality vocational qualifications across a wide range of industries. What is CPD? Employers, professional organisations, and academic institutions all recognise CPD, therefore a credential from CPD Certification Service adds value to your professional goals and achievements. Benefits of CPD Improve your employment prospects Boost your job satisfaction Promotes career advancement Enhances your CV Provides you with a competitive edge in the job market Demonstrate your dedication Showcases your professional capabilities What is IPHM? The IPHM is an Accreditation Board that provides Training Providers with international and global accreditation. The Practitioners of Holistic Medicine (IPHM) accreditation is a guarantee of quality and skill. Benefits of IPHM It will help you establish a positive reputation in your chosen field You can join a network and community of successful therapists that are dedicated to providing excellent care to their client You can flaunt this accreditation in your CV It is a worldwide recognised accreditation What is Quality Licence Scheme? This course is endorsed by the Quality Licence Scheme for its high-quality, non-regulated provision and training programmes. The Quality Licence Scheme is a brand of the Skills and Education Group, a leading national awarding organisation for providing high-quality vocational qualifications across a wide range of industries. Benefits of Quality License Scheme Certificate is valuable Provides a competitive edge in your career It will make your CV stand out Course Curriculum Introduction to the Course About the Instructor 00:04:00 About the Course 00:04:00 Introduction to Psychotherapy What is 'Psychotherapy'? 00:09:00 Difference between 'Counselling' and 'Psychotherapy' 00:10:00 Who needs psychotherapy? 00:08:00 Therapeutic Relationship & Environment Setting up therapeutic environment 00:08:00 Listening Skills & Listening Stages 00:09:00 Establishing positive therapeutic relationship 00:09:00 Stress - and Anger management 00:13:00 Approaches & Schools of Thought Person-Centred Therapy 00:09:00 Psychodynamic Therapy & Psychoanalysis 00:11:00 Gestalt Therapy 00:13:00 Existential Psychotherapy 00:08:00 Types & Forms of psychotherapy Individual Psychotherapy 00:06:00 Group sessions (workshops) 00:10:00 Couple psychotherapy 00:10:00 Online (Skype) Therapy 00:09:00 Mental Health Conditions Psychotherapy for Depression 00:08:00 Psychotherapy for Anxiety disorders 00:06:00 Psychotherapy for Schizophrenia 00:09:00 Gender Identity Disorder (Gender Dysphoria) 00:10:00 Psychotherapy for Eating Disorders 00:09:00 Helping the client in crisis Suicidal thinking & talking 00:09:00 Self harm cases 00:09:00 Relationship breakdown 00:09:00 Working as a Therapist How to set up own practice 00:08:00 Registration & Accreditation 00:08:00 Where to advertise own services 00:10:00 Thank you & Good Bye! 00:02:00 Child Counselling Psychology of Growth and Development The Development Cycle 00:07:00 Parent, Child, Teacher Relationships 00:08:00 The Complexities of Growth 00:08:00 Introduction - Psychological Development 00:09:00 Therapeutic Language Conflict and Stress 00:11:00 Behavioural Therapies 00:07:00 Working with Children 00:07:00 The Use of Language 00:07:00 Memory 00:08:00 Psychological Issues Grief and Bereavement 00:06:00 Exploring Grief and Letting Go 00:06:00 Dysfunctional Families 00:08:00 What is Co-Dependency 00:07:00 Child Bullying and Child Abuse 00:08:00 Therapeutic Outcomes Psychological Study of Education 00:06:00 Transformation 00:06:00 Using Newly Found Skills 00:05:00 Recovery - The Therapeutic Process 00:05:00 Moving on - Emotional Intimacy 00:06:00 Working as a Counsellor Setting Up a Practice 00:09:00 Depression Counselling What Causes Depression Introduction 00:04:00 Melancholy and the History of Counselling 00:07:00 Signs of Depression 00:06:00 Depression and the Brain 00:05:00 Depression and Neurons 00:09:00 Stress and depression 00:09:00 Environmental and Health Factors 00:04:00 Depression and Sleep Disorders 00:06:00 Somatic Symptoms 00:06:00 Risk Factors 00:07:00 Module 1: Assessment Questions 00:05:00 Different Types of Depression Classifying Depression & Different Classification Methods 00:07:00 Cyclothymia 00:06:00 Depression and Creative Minds 00:06:00 Dysthymia, Pre-Menstrual Dysphoric Disorder, and Atypical Depression 00:06:00 Bipolar / Manic Depression 00:05:00 Antenatal & Postpartum Depression 00:09:00 Bereavement and Grief 00:08:00 Dysthymia in Children and Adolescents 00:03:00 Depression and the Elderly 00:06:00 Psychosocial & Health Factors in the Elderly 00:03:00 Module 2: Assessment Questions 00:03:00 Different Types of Medicine Neurogenesis 00:04:00 Monoamine Oxidase Inhibitors 00:03:00 Serotonin Syndrome 00:02:00 Selective Serotonin Reuptake Inhibitors 00:03:00 Tyramine 00:03:00 Medication Statistics and Doctors in the UK & USA 00:10:00 Module 3: Assessment Questions 00:02:00 Complementary Alternative Therapies Lifestyle management, Diet, Exercise, Meditation 00:07:00 St John's Wort (hypericum perforatum) 00:04:00 Omega 3 Fatty Acids 00:03:00 Tai chi, Qigong 00:04:00 Yoga 00:03:00 Acupuncture 00:03:00 Art Therapy & Music Therapy 00:08:00 Module 4 Assessment Questions 00:04:00 Counselling Approaches to Depression Person Centred Therapy 00:07:00 Family or Couples Therapy 00:08:00 Stepped Care Model (approach) 00:09:00 Psychodynamic/Dynamic Interpersonal Therapy 00:05:00 Rational Emotive Behavioural Therapy 00:06:00 Clinical Hypnotherapy & Cognitive Behavioural Therapy 00:04:00 Clinical Hypnotherapy for Post Traumatic Stress Disorder 00:04:00 Gestalt Therapy 00:06:00 The Therapeutic Relationship 00:06:00 Knowledge and Qualities Necessary to a Counsellor 00:03:00 Module 5 assessment questions 00:02:00 Thank You and Good Bye! 00:03:00 Final Assessment Assessment - Counselling and Psychotherapy Diploma Course Online 00:10:00 Obtain Your Certificate Order Your Certificate of Achievement 00:00:00 Get Your Insurance Now Get Your Insurance Now 00:00:00 Feedback Feedback 00:00:00

Quality Guarantee: Promising training excellence, satisfaction gurantee Accredited by: CPD UK & Quality License Scheme Tutor Support: Unlimited support via email, till you complete the course Recognised Certification: Accepted by thousands of professional bodies Start Anytime: With 1 year access to the course materials Online Learning: Learn from anywhere, whenever you want In this BSL level 1 and 2 course, you will learn to communicate effectively with the deaf community as you progress from basic signing to more complex conversations and expressions. With this course, you will better understand sign language, bridging the gap between hearing and non-hearing individuals This course at a glance Accredited by CPD UK Endorsed by Quality Licence Scheme Grow your productive and receptive skills and understand topics such as everyday conversations, time and months of the year, numbers, travel and holidays, eating and drinking, shopping etc. Learn to spell out names and sign the British Sign Language alphabet Get acquainted with the grammatical structure and features of British Sign Language Ability to communicate using the correct hand, body, and head movements Build your BSL vocabulary on topics such as food, family, animals, colors, clothes and weather Learn the skills and knowledge to take part in the simple conversation in BSL Ability to sign essential home and leisure-related topics along with day-to-day aspects such as opinions, time, directions, and transport. Why British Sign Language (BSL) Level 1 & 2 Course right for you? British Sign Language helps disabled people who can't hear or speak to communicate in sign language through gestures, facial expression, and body language or anyone who want to improve their British sign language skills. This comprehensive online BSL course will help you understand Fingerspelling, exchanging personal information, signing families, numbers, colours, and much more. With the British sign language level 1 and 2 course, you will learn how to describe a person and clothes in sign language. By the end of this BSL level 1 and 2 online course, you will gain essential sign language skills and knowledge in signing almost all the necessary terminologies and words used in your daily life. You can also contact us for more information British Sign Language (BSL) Level 1 & 2 Course Details Accredited by International Practitioners of Holistic Medicine (IPHM) is a leading accredited organisation that certifies and regulates alternative therapists, healers, and training providers around the world. After completing the IPHM accredited course you will be eligible to apply for the insurance.   CPD certificates are accepted by thousands of professional bodies and government regulators here in the UK and around the world. Many organisations look for employees with CPD requirements, which means, that by doing this course, you would be a potential candidate in your respective field.   Course Curriculum British Sign Language Introduction Introduction to BSL and Fingerspelling Fingerspelling A - Z A-z Fingerspelling Without Subtitles Fingerspelling -1st Name a to Z Fingerspelling Fill in the Blanks Fingerspelling - What is My Name and Where Do I Live Exchanging Personal Information Meeting People and Introductions Meeting People and Introduction Without Subtitles Questions Sign Families Families Signs Part 1 With Subtitles Families Signs Part 2 With Subtitles Family: Families Signs Families Signs Part 2 Without Subtitles Family Sentences: Exercise Who is My Family Family Sentences Homewore Numbers (Time, Calendar and Money) You will gain comprehension in numbers signs (0-100), numbers: exercises, bingo number games, time and calendar signs, calendars, and more. This module will also teach you: What is the Time With Subtitles What is the Time Without Subtitles Calendar Without Subtitles Calendar When is My Birthday Colours Colours Signs Colours Without Subtitles End of Course Exam Colours Games Colour: Draw a Colour Elephant Draw a Colour Elephant Transports Transports Sign With Subtitles Transports Signs Without Subtitles Vocabulary: Transport and Time Transport and Time Signs Without Subtitles Vocabulary: Transport Transport: Exercise Transports and Fingerspellling – Fill in the Gaps Answer Transports and Fingerspellling Fill in the Gap Weather Weather: Signs Weather Without Subtitles Weather: Questions What is the Weather and Time Answer What is the Weather and Times Answers Directions You’ll learn directions signs, directions signs without subtitles, directions: questions, questions for directions without subtitles, vocabulary: positives and negatives, how I should get their directions and more. You’ll also learn answers to how I should get their directions, non-manual features (Nmf) with subtitles, and more. This module will further teach you: Emotional Signs With Subtitles Emotional Signs Without Subtitles Emotional Stories Affirmative & Negative Affirmative & Negative Without Subtitles Activities/hobbies and Sports You will learn how to explain interests and bobbies with and with subtitles, hobbies, interests and activities, hobbies and interests: questions, sports signs, and more. Furthermore, you’ll further gain insights into: Sports Without Subtitles Hobbies_interests Questions Without Subtitles Hobbies Interests Questions With Subtitles Sports Club: Exercise Don’t Like or Like in Sports_hobbies_interests Description of a Person and Clothes Description of a Person Without Subtitles Describing Clothes Without Subtitles People and Clothes: Description of a Person People and Clothes: Describing Clothes Describing a Person and What They Are Wearing Animals Animals Signs A-z Animals Without Subtitles Animals: Questions About Pets Questions About Pets Without Subtitles Numbers (Money) Money: Number Signs Money Part 1 Without Subtitles Money: Signs Money Signs Part 2 Without Subtitles Foods and Drinks Foods & Drinks Foods & Drinks Without Subtitles Food and Drink: Menu Hurley’s Food and Drink Menu Without Images At the Restaurant Exam Level 1 Exam – Please take an exam at the beginner level. BSL Level 1 Exam Answers British Sign Language (BSL) at QLS Level 2 Handout Study Questions Forms From English to BSL Quiz Video Questions Forms Into Bsl Quiz Video Answers Questions Forms Into Bsl Video Questions Tags (Negation & Affirmation) With Subtitles Video Questions Tags (Negation & Affirmation) Without Subtitles Finger Spelling You’ll study handout fingerspelling – games 1 and 2: boggle, fingerspelling receptive skills on TV programmes, fingerspelling receptive skills on films, and fingerspelling receptive skills on films and TV programmes. You’ll also be provided with handouts for handshapes to show light, legs, eyes, people and ball, directional verbs with and without subtitles, multi-channel signs with and without subtitles, itemising/listings signs with 4 stories, and more. This module will also teach you: Video Opposites Signs With Subtitles Video Opposites Signs Without Subtitles Handouts : Opposites Signs Quiz Handouts First Letter of Your Name Homework. Quiz Video First Letter of Your Name and Surname With Bsl Guest Handout Answer: First Letter of Your Name and Surname With Bsl Guest Jobs Handout Asking Questions About the Jobs. Video: Asking Questions About the Job With Subtitles Video: Asking Questions About the Job Without Subtitles Video: Job Signs With Images Video: Job Signs Without Images Quiz Video: What is My Job? Jobs: Workplace Vocabulary Quiz Handout Answers: What is My Job. Buildings Video: Type of Buildings With Subtitles Video: Type of Buildings Without Subtitles Handouts: Type of Houses 1. Handouts: Type of Houses 2. Rooms in the House You’ll learn at-home signs, at-home (Rooms), what is in Each Room, how to describe each room with images of home signs, and more. Therefore, you’ll further learn: Video: at Home (Rooms) With Subtitles Video: at Home (Rooms) Without Subtitles Video: at Home – What is in Each Room With Subtitles Video: at Home – What is in Each Room Without Subtitles Quiz Video: How to Describe Each Room With Images Daily Routines You’ll understand how to explain day-to-day routines with and without images, daily routines, and more. This module will also provide you with: Handout: Daily Chores 1 Handout: Daily Chores 2 Quiz Video: My Day-to-day Routines Quiz Answer: My Day to Day Routines Travelling and Holidays You’ll learn BSL signs for countries and cities, countries signs, cities in the UK and Europe, and types of holidays with and without subtitles. Moreover, you’ll further gain comprehension of types of holidays, how to explain what you did on holiday, what you need to bring on holiday, and more. Furthermore, this module will provide you with: Handouts: What Do You Need to Bring on Holiday Video: at the Beach With Subtitles Video: at the Beach Without Subtitles Handouts: at the Beach Video: Holiday Questions With Subtitles Handouts: Holiday Questions Health and Medical Terminology You’ll understand health and medical terminology, treatments and how to ask questions with and without subtitles. Therefore, you will also learn: Handouts: Health and Medical Terminology Video Study: at the Doctors With Bsl Guest Video Quiz: Multi-choices Questions “at the Doctors With Bsl Guest ” Video Quiz Answers: Multi-choices Answers “at the Doctors With Bsl Guest” Technology Video Technology Terminology With Subtitles Video Technology Terminology Without Subtitles Handout Technology Terminology Educational Signs Video: Educational Signs With Subtitles Video: Educational Signs Without Subtitles Video: Deaf Education With Subtitles Video: Deaf Education Without Subtitles Handouts: Educational and Deaf Education Course Assessment Who should take this course? The British sign language course is designed for people who want to interact with the deaf and dumb community and anyone who is keen to work in social services for the hearing impaired. This course is suitable for those who aspire to become British Sign Language interpreter or translator. Entry Requirements There are no academic entry requirements for this course, and it is open to students of all academic backgrounds. However, you are required to have a laptop/desktop/tablet or smartphone and a good internet connection. Assessment Method This British sign language course assesses learners through multiple-choice questions (MCQs). Upon successful completion of the modules, learners must answer MCQs to complete the assessment procedure. Through the MCQs, it is measured how much a learner can grasp from each section. In the assessment pass mark is 60%. Certification Endorsed Certificate from Quality Licence Scheme After successfully passing the MCQ exam you will be eligible to order the Endorsed Certificate by Quality Licence Scheme. The Quality Licence Scheme is a brand of the Skills and Education Group, a leading national awarding organisation for providing high-quality vocational qualifications across a wide range of industries. It will give you a competitive advantage in your career, making you stand out from all other applicants and employees. There is a Quality Licence Scheme endorsement fee to obtain an endorsed certificate which is £65. Certificate of Achievement from Lead Academy After successfully passing the MCQ exam you will be eligible to order your certificate of achievement as proof of your new skill. The certificate of achievement is an official credential that confirms that you successfully finished a course with Lead Academy. Certificate can be obtained in PDF version at a cost of £12, and there is an additional fee to obtain a printed copy certificate which is £35. FAQs What is a BSL? BSL Stands for British Sign Language and is used to communicate with deaf people or people with hearing problems. It is a popular language worldwide and in the UK, especially as BSL was recognized as an official language by the UK in 2003. So you must acquire this skill and learn it at Lead academy at a budget-friendly price. How long does it take to learn BSL? Learning British Sign Language (BSL) from Level 1 to Level 6 is a unique journey that varies from person to person. On average, it can take between 60-100 hours of study to complete each level of BSL. Achieving all six levels would require 360 to 600 hours of learning. The duration can be flexible, spanning several years through part-time education, or it could be completed in a shorter period through an intensive program. What is the difference between BSL 1 and BSL 2? In BSL Level 1, you can learn to communicate with deaf people on various topics requiring simple everyday language. BSL Level 2 will enable you to develop functional BSL communication on a deeper level. What Kind of job can I do after learning the BSL levels? After completing the online BSL course with the lead academy, you can select many professions like a teacher of the Deaf, interpreter, Speech And Language Therapist, and more. What is the average income of a BSL interpreter? The interpreters' earnings vary based on their experience, geography, and cultural background. However, the statistics claim that a BSL interpreter earns between £20,000 and £35,000 a year. How will I purchase this course? First, select your desired course plan among the multiple existing course plans on the right side of your screen, then select the payment type, and once you made the payment, you can access the course any time you want. I made my payment. How will I get access to the BSL course? A confirmation email will be sent to your registered email after payment. Hereafter anytime, you can start your learning journey with Lead Academy. I am from outside the UK. Will I get access to the Course? Yes, you can. Since it is an e-learning course, anyone from anywhere can enrol in our courses. When will I get the certificate? For a CPD-accredited PDF certificate, it will take 24 hours, however, for the hardcopy CPD certificate takes 5-7 business days, and for the Quality License Scheme certificate, it will take 7-9 business days. After Completing the Online BLS course Level 1 & 2, which course Should I enroll in to increase my learning? You can get into the Signature BSL Level 1 Award course as it is advanced. You will get a certificate that is accredited by the government body of the deaf community, which is known as a Signature. Additionally, you will attend an official exam as well.

This course is designed for beginners and covers a wide range of topics including syntax, data structures, modules, and advanced techniques such as testing and memory allocations. It also includes real-life problem-solving exercises to ensure hands-on learning. Gain efficient programming skills and be proficient in Rust with this course.

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Certificates CPD Accredited Certificate of Completion Hard copy certificate - Included Delivery Charge: Inside the UK: £3.99 each Outside of the UK: £9.99 each CPD Accredited Certificate of Completion Free Digital certificate - Included QLS Endorsed Hard Copy Certificate Hard copy certificate - Included Delivery Charge: Inside the UK: Free Outside of the UK: £9.99 each

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The 'Complete Python Machine Learning & Data Science Fundamentals' course covers the foundational concepts of machine learning, data science, and Python programming. It includes hands-on exercises, data visualization, algorithm evaluation techniques, feature selection, and performance improvement using ensembles and parameter tuning. Learning Outcomes: Understand the fundamental concepts and types of machine learning, data science, and Python programming. Learn to prepare the system and environment for data analysis and machine learning tasks. Master the basics of Python, NumPy, Matplotlib, and Pandas for data manipulation and visualization. Gain insights into dataset summary statistics, data visualization techniques, and data preprocessing. Explore feature selection methods and evaluation metrics for classification and regression algorithms. Compare and select the best machine learning model using pipelines and ensembles. Learn to export, save, load machine learning models, and finalize the chosen models for real-time predictions. Why buy this Complete Python Machine Learning & Data Science Fundamentals? 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 Complete Python Machine Learning & Data Science Fundamentals 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 £5.99. Original Hard Copy certificates need to be ordered at an additional cost of £9.60. Who is this course for? This Complete Python Machine Learning & Data Science Fundamentals 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 Complete Python Machine Learning & Data Science Fundamentals does not require you to have any prior qualifications or experience. You can just enrol and start learning.This Complete Python Machine Learning & Data Science Fundamentals 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 Complete Python Machine Learning & Data Science Fundamentals is a great way for you to gain multiple skills from the comfort of your home. Course Curriculum Course Overview & Table of Contents Course Overview & Table of Contents 00:09:00 Introduction to Machine Learning - Part 1 - Concepts , Definitions and Types Introduction to Machine Learning - Part 1 - Concepts , Definitions and Types 00:05:00 Introduction to Machine Learning - Part 2 - Classifications and Applications Introduction to Machine Learning - Part 2 - Classifications and Applications 00:06:00 System and Environment preparation - Part 1 System and Environment preparation - Part 1 00:08:00 System and Environment preparation - Part 2 System and Environment preparation - Part 2 00:06:00 Learn Basics of python - Assignment Learn Basics of python - Assignment 1 00:10:00 Learn Basics of python - Assignment Learn Basics of python - Assignment 2 00:09:00 Learn Basics of python - Functions Learn Basics of python - Functions 00:04:00 Learn Basics of python - Data Structures Learn Basics of python - Data Structures 00:12:00 Learn Basics of NumPy - NumPy Array Learn Basics of NumPy - NumPy Array 00:06:00 Learn Basics of NumPy - NumPy Data Learn Basics of NumPy - NumPy Data 00:08:00 Learn Basics of NumPy - NumPy Arithmetic Learn Basics of NumPy - NumPy Arithmetic 00:04:00 Learn Basics of Matplotlib Learn Basics of Matplotlib 00:07:00 Learn Basics of Pandas - Part 1 Learn Basics of Pandas - Part 1 00:06:00 Learn Basics of Pandas - Part 2 Learn Basics of Pandas - Part 2 00:07:00 Understanding the CSV data file Understanding the CSV data file 00:09:00 Load and Read CSV data file using Python Standard Library Understanding the CSV data file 00:09:00 Load and Read CSV data file using NumPy Load and Read CSV data file using Python Standard Library 00:09:00 Load and Read CSV data file using Pandas Load and Read CSV data file using Pandas 00:05:00 Dataset Summary - Peek, Dimensions and Data Types Dataset Summary - Peek, Dimensions and Data Types 00:09:00 Dataset Summary - Class Distribution and Data Summary Dataset Summary - Class Distribution and Data Summary 00:09:00 Dataset Summary - Explaining Correlation Dataset Summary - Explaining Correlation 00:11:00 Dataset Summary - Explaining Skewness - Gaussian and Normal Curve Dataset Summary - Explaining Skewness - Gaussian and Normal Curve 00:07:00 Dataset Visualization - Using Histograms Dataset Visualization - Using Histograms 00:07:00 Dataset Visualization - Using Density Plots Dataset Visualization - Using Density Plots 00:06:00 Dataset Visualization - Box and Whisker Plots Dataset Visualization - Box and Whisker Plots 00:05:00 Multivariate Dataset Visualization - Correlation Plots Multivariate Dataset Visualization - Correlation Plots 00:08:00 Multivariate Dataset Visualization - Scatter Plots Multivariate Dataset Visualization - Scatter Plots 00:05:00 Data Preparation (Pre-Processing) - Introduction Data Preparation (Pre-Processing) - Introduction 00:09:00 Data Preparation - Re-scaling Data - Part 1 Data Preparation - Re-scaling Data - Part 1 00:09:00 Data Preparation - Re-scaling Data - Part 2 Data Preparation - Re-scaling Data - Part 2 00:09:00 Data Preparation - Standardizing Data - Part 1 Data Preparation - Standardizing Data - Part 1 00:07:00 Data Preparation - Standardizing Data - Part 2 Data Preparation - Standardizing Data - Part 2 00:04:00 Data Preparation - Normalizing Data Data Preparation - Normalizing Data 00:08:00 Data Preparation - Binarizing Data Data Preparation - Binarizing Data 00:06:00 Feature Selection - Introduction Feature Selection - Introduction 00:07:00 Feature Selection - Uni-variate Part 1 - Chi-Squared Test Feature Selection - Uni-variate Part 1 - Chi-Squared Test 00:09:00 Feature Selection - Uni-variate Part 2 - Chi-Squared Test Feature Selection - Uni-variate Part 2 - Chi-Squared Test 00:10:00 Feature Selection - Recursive Feature Elimination Feature Selection - Recursive Feature Elimination 00:11:00 Feature Selection - Principal Component Analysis (PCA) Feature Selection - Principal Component Analysis (PCA) 00:09:00 Feature Selection - Feature Importance Feature Selection - Feature Importance 00:07:00 Refresher Session - The Mechanism of Re-sampling, Training and Testing Refresher Session - The Mechanism of Re-sampling, Training and Testing 00:12:00 Algorithm Evaluation Techniques - Introduction Algorithm Evaluation Techniques - Introduction 00:07:00 Algorithm Evaluation Techniques - Train and Test Set Algorithm Evaluation Techniques - Train and Test Set 00:11:00 Algorithm Evaluation Techniques - K-Fold Cross Validation Algorithm Evaluation Techniques - K-Fold Cross Validation 00:09:00 Algorithm Evaluation Techniques - Leave One Out Cross Validation Algorithm Evaluation Techniques - Leave One Out Cross Validation 00:05:00 Algorithm Evaluation Techniques - Repeated Random Test-Train Splits Algorithm Evaluation Techniques - Repeated Random Test-Train Splits 00:07:00 Algorithm Evaluation Metrics - Introduction Algorithm Evaluation Metrics - Introduction 00:09:00 Algorithm Evaluation Metrics - Classification Accuracy Algorithm Evaluation Metrics - Classification Accuracy 00:08:00 Algorithm Evaluation Metrics - Log Loss Algorithm Evaluation Metrics - Log Loss 00:03:00 Algorithm Evaluation Metrics - Area Under ROC Curve Algorithm Evaluation Metrics - Area Under ROC Curve 00:06:00 Algorithm Evaluation Metrics - Confusion Matrix Algorithm Evaluation Metrics - Confusion Matrix 00:10:00 Algorithm Evaluation Metrics - Classification Report Algorithm Evaluation Metrics - Classification Report 00:04:00 Algorithm Evaluation Metrics - Mean Absolute Error - Dataset Introduction Algorithm Evaluation Metrics - Mean Absolute Error - Dataset Introduction 00:06:00 Algorithm Evaluation Metrics - Mean Absolute Error Algorithm Evaluation Metrics - Mean Absolute Error 00:07:00 Algorithm Evaluation Metrics - Mean Square Error Algorithm Evaluation Metrics - Mean Square Error 00:03:00 Algorithm Evaluation Metrics - R Squared Algorithm Evaluation Metrics - R Squared 00:04:00 Classification Algorithm Spot Check - Logistic Regression Classification Algorithm Spot Check - Logistic Regression 00:12:00 Classification Algorithm Spot Check - Linear Discriminant Analysis Classification Algorithm Spot Check - Linear Discriminant Analysis 00:04:00 Classification Algorithm Spot Check - K-Nearest Neighbors Classification Algorithm Spot Check - K-Nearest Neighbors 00:05:00 Classification Algorithm Spot Check - Naive Bayes Classification Algorithm Spot Check - Naive Bayes 00:04:00 Classification Algorithm Spot Check - CART Classification Algorithm Spot Check - CART 00:04:00 Classification Algorithm Spot Check - Support Vector Machines Classification Algorithm Spot Check - Support Vector Machines 00:05:00 Regression Algorithm Spot Check - Linear Regression Regression Algorithm Spot Check - Linear Regression 00:08:00 Regression Algorithm Spot Check - Ridge Regression Regression Algorithm Spot Check - Ridge Regression 00:03:00 Regression Algorithm Spot Check - Lasso Linear Regression Regression Algorithm Spot Check - Lasso Linear Regression 00:03:00 Regression Algorithm Spot Check - Elastic Net Regression Regression Algorithm Spot Check - Elastic Net Regression 00:02:00 Regression Algorithm Spot Check - K-Nearest Neighbors Regression Algorithm Spot Check - K-Nearest Neighbors 00:06:00 Regression Algorithm Spot Check - CART Regression Algorithm Spot Check - CART 00:04:00 Regression Algorithm Spot Check - Support Vector Machines (SVM) Regression Algorithm Spot Check - Support Vector Machines (SVM) 00:04:00 Compare Algorithms - Part 1 : Choosing the best Machine Learning Model Compare Algorithms - Part 1 : Choosing the best Machine Learning Model 00:09:00 Compare Algorithms - Part 2 : Choosing the best Machine Learning Model Compare Algorithms - Part 2 : Choosing the best Machine Learning Model 00:05:00 Pipelines : Data Preparation and Data Modelling Pipelines : Data Preparation and Data Modelling 00:11:00 Pipelines : Feature Selection and Data Modelling Pipelines : Feature Selection and Data Modelling 00:10:00 Performance Improvement: Ensembles - Voting Performance Improvement: Ensembles - Voting 00:07:00 Performance Improvement: Ensembles - Bagging Performance Improvement: Ensembles - Bagging 00:08:00 Performance Improvement: Ensembles - Boosting Performance Improvement: Ensembles - Boosting 00:05:00 Performance Improvement: Parameter Tuning using Grid Search Performance Improvement: Parameter Tuning using Grid Search 00:08:00 Performance Improvement: Parameter Tuning using Random Search Performance Improvement: Parameter Tuning using Random Search 00:06:00 Export, Save and Load Machine Learning Models : Pickle Export, Save and Load Machine Learning Models : Pickle 00:10:00 Export, Save and Load Machine Learning Models : Joblib Export, Save and Load Machine Learning Models : Joblib 00:06:00 Finalizing a Model - Introduction and Steps Finalizing a Model - Introduction and Steps 00:07:00 Finalizing a Classification Model - The Pima Indian Diabetes Dataset Finalizing a Classification Model - The Pima Indian Diabetes Dataset 00:07:00 Quick Session: Imbalanced Data Set - Issue Overview and Steps Quick Session: Imbalanced Data Set - Issue Overview and Steps 00:09:00 Iris Dataset : Finalizing Multi-Class Dataset Iris Dataset : Finalizing Multi-Class Dataset 00:09:00 Finalizing a Regression Model - The Boston Housing Price Dataset Finalizing a Regression Model - The Boston Housing Price Dataset 00:08:00 Real-time Predictions: Using the Pima Indian Diabetes Classification Model Real-time Predictions: Using the Pima Indian Diabetes Classification Model 00:07:00 Real-time Predictions: Using Iris Flowers Multi-Class Classification Dataset Real-time Predictions: Using Iris Flowers Multi-Class Classification Dataset 00:03:00 Real-time Predictions: Using the Boston Housing Regression Model Real-time Predictions: Using the Boston Housing Regression Model 00:08:00 Resources Resources - Python Machine Learning & Data Science Fundamentals 00:00:00

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