1302 Scientist courses delivered Online

Duration 3 Days 18 CPD hours This course is intended for This course is geared for attendees with Intermediate IT skills who wish to learn Computer Vision with tensor flow 2 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. Working in a hands-on learning environment, led by our Computer Vision expert instructor, students will learn about and explore how to Build, train, and serve your own deep neural networks with TensorFlow 2 and Keras Apply modern solutions to a wide range of applications such as object detection and video analysis Run your models on mobile devices and web pages and improve their performance. Create your own neural networks from scratch Classify images with modern architectures including Inception and ResNet Detect and segment objects in images with YOLO, Mask R-CNN, and U-Net Tackle problems faced when developing self-driving cars and facial emotion recognition systems Boost your application's performance with transfer learning, GANs, and domain adaptation Use recurrent neural networks (RNNs) for video analysis Optimize and deploy your networks on mobile devices and in the browser Computer vision solutions are becoming increasingly common, making their way into fields such as health, automobile, social media, and robotics. Hands-On Computervision with TensorFlow 2 is a hands-on course that thoroughly explores TensorFlow 2, the brandnew version of Google's open source framework for machine learning. You will understand how to benefit from using convolutional neural networks (CNNs) for visual tasks. This course begins with the fundamentals of computer vision and deep learning, teaching you how to build a neural network from scratch. You will discover the features that have made TensorFlow the most widely used AI library, along with its intuitive Keras interface. You'll then move on to building, training, and deploying CNNs efficiently. Complete with concrete code examples, the course demonstrates how to classify images with modern solutions, such as Inception and ResNet, and extract specific content using You Only Look Once (YOLO), Mask R-CNN, and U-Net. You will also build generative dversarial networks (GANs) and variational autoencoders (VAEs) to create and edit images, and long short-term memory networks (LSTMs) to analyze videos. In the process, you will acquire advanced insights into transfer learning, data augmentation, domain adaptation, and mobile and web deployment, among other key concepts Computer Vision and Neural Networks Computer Vision and Neural Networks Technical requirements Computer vision in the wild A brief history of computer vision Getting started with neural networks TensorFlow Basics and Training a Model TensorFlow Basics and Training a Model Technical requirements Getting started with TensorFlow 2 and Keras TensorFlow 2 and Keras in detail The TensorFlow ecosystem Modern Neural Networks Modern Neural Networks Technical requirements Discovering convolutional neural networks Refining the training process Influential Classification Tools Influential Classification Tools Technical requirements Understanding advanced CNN architectures Leveraging transfer learning Object Detection Models Object Detection Models Technical requirements Introducing object detection A fast object detection algorithm YOLO Faster R-CNN ? a powerful object detection model Enhancing and Segmenting Images Enhancing and Segmenting Images Technical requirements Transforming images with encoders-decoders Understanding semantic segmentation Training on Complex and Scarce Datasets Training on Complex and Scarce Datasets Technical requirements Efficient data serving How to deal with data scarcity Video and Recurrent Neural Networks Video and Recurrent Neural Networks Technical requirements Introducing RNNs Classifying videos Optimizing Models and Deploying on Mobile Devices Optimizing Models and Deploying on Mobile Devices Technical requirements Optimizing computational and disk footprints On-device machine learning Example app ? recognizing facial expressions

This course aims to teach you how to employ NLP for self-improvement by examining exclusive tactics and implementing them to meet one’s goals.

Artificial Intelligence (AI) is the most disruptive technology since the internet came onto the scene. AI is transforming every aspect of how we manage projects from developing a business case, to planning the work, managing risk, and tracking performance. Because the technology and market are moving so fast, it can be difficult to know how to start using AI on projects. Generative AI for Project Management will engage you with diverse Generative AI tools to start, plan, and manage either your own project or a generic case study. We will embrace a tool agnostic approach to adopting, integrating, and scaling Generative AI without compromising data or trust. You will have hands-on practice utilizing AI tools to optimize your time and your outcomes. You will be accessing a variety of AI tools requiring you to register for a free account. A computer is required for all traditional classroom deliveries. None At the end of this program, you will be able to: Define essential terms and concepts related to artificial intelligence (AI) Illustrate how prompts facilitate interaction with Generative AI Recognize the capabilities of Large Language Models Craft prompts to develop project origination documents Create prompts to assist in planning a project Develop user stories with Generative AI Analyze project performance using Generative AI Identify the limitations of Generative AI Identify the risks associated with using Generative AI Articulate the need for governance and ethics when establishing an AI program in an organization Course Overview Getting Started Foundation Concepts Understanding essential terms and concepts related to AI Exploring various Generative AI Models Understanding Prompts Creating Prompts for Project Startup Prompts for starting a project Prompts for planning a project Best Practices for prompt engineering Creating Prompts for Managing Projects Creating agile user stories Measuring project performance Analyzing a schedule Using Generative AI Responsibly Limitations of AI Models Establishing an AI governance framework Future trends and next steps Summary and Next Steps

Course Overview The history of the human species is embedded in their genes. The slightest change in the gene can lead to major changes in physical or mental disorders. Learn the principles of genes and their function from this Fundamentals of Genetics course. In this Fundamentals of Genetics course, you will learn the basic principles and structures of genes. You will be familiarized with different genetic disorders and their symptoms. You'll also learn how to perform counselling. This course will strengthen your understanding of genetics and provide you with the skills you need to pursue your career in genetics. The bite-sized interactive lessons of this Fundamentals of Genetics course will teach you the topics with ease and in an enjoyable way. This course doesn't need any prior knowledge, you can learn from this course despite your different educational background. Learning Outcomes Familiarize with the fundamental concept of genetics Learn about genetics and genomics Know about different genetic disorders Understand how to perform genetic counselling Know about different applications of genetics knowledge Be able to determine different types of genetic disorders Familiarize with the treatments for genetic disorders Who is this course for? This comprehensive Fundamentals of Genetics is ideal for those who want to understand the principles of genetics. This course will give you a clear understanding of the basic principles of genetics from scratch. 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 Fundamentals of Genetics is a useful qualification to possess and would be beneficial for any related profession or industry such as: Genetic Engineers Senior Consultants Analysts Medical Coders Researchers Specialists Research Assistants Application Scientists Module 1- Fundamental Concepts of Genetics Fundamental Concepts of Genetics 00:12:00 Module 2- Genetics and Genomics Genetics and Genomics 00:11:00 Module 3- Genetic Disorders Genetic Disorders 00:18:00 Module 4- Genetic Counselling Genetic Counselling 00:12:00 Module 5- Application of Genetics Knowledge Application of Genetics Knowledge 00:16:00 Order Your Certificates and Transcripts Order Your Certificates and Transcripts 00:00:00

Course Overview A library holds the history and literature of a culture or the whole world in the pages of its books. To make all these information accessible and enjoyable to people, proper library management is essential. Learn library management skills from this Diploma in Library and Information Science course and take the first step to be a librarian. This Diploma in Library and Information Science course will teach you how you can manage and organise information. You'll be familiarised with library infrastructure and acquire managerial and financial skills you need to be a librarian. You'll also learn about virtual library management skills. This course will help you to understand the functions of library networking and boost your skill. The easily understandable lessons will provide you with the updated skills and knowledge of library management. You'll be able to learn about information science from scratch in this course. Learning Outcomes Learn about the roles and responsibilities of a librarian Understand the ethical values in library management Be able to use library networking efficiently Familiarise with data management and the duties of library management Know about UK legislation of data storage and library management Be able to understand how to manage a digital library Familiarise with the virtual library system Learn to manage finance and budgeting for library resources Why Take This Course From John Academy? Affordable, well-structured and high-quality e-learning study materials Meticulously crafted engaging and informative tutorial videos and materials Efficient exam systems for the assessment and instant result Earn UK & internationally recognised accredited qualification Easily access the course content on mobile, tablet, or desktop from anywhere, anytime Excellent career advancement opportunities Get 24/7 student support via email What Skills Will You Learn from This Course? Network Building Financial Management Library Management Who Should Take this Diploma in Library and Information Science Course? Whether you're an existing practitioner or an aspiring professional, this course is an ideal training opportunity. It will elevate your expertise and boost your CV with key skills and a recognised qualification attesting to your knowledge. Are There Any Entry Requirements? This Diploma in Library and Information Science course is available to all learners of all academic backgrounds. But learners should be aged 16 or over to undertake the qualification. And a good understanding of the English language, numeracy, and ICT will be helpful. Diploma in Library and Information Science Certification After completing and passing the Diploma in Library and Information Science course successfully, you will be able to obtain a Recognised Certificate of Achievement. Learners can obtain the certificate in hard copy at £14.99 or PDF format at £11.99. Career Path The Diploma in Library and Information Science is a useful qualification to possess and would be beneficial for any related profession or industry such as: Librarians Library Assistants Researchers Data Analysts Data Scientists Diploma in Library and Information Science Module 01: Organisation Systems 00:27:00 Module 02: Ethics and Values in the Library Professions 00:23:00 Module 03: Library Networking 00:19:00 Module 04: Library as Infrastructure 00:27:00 Module 05: Finance and Budgeting 00:19:00 Module 06: Digital and Virtual Libraries 00:21:00 Module 07: Library Legislation 00:25:00 Order Your Certificates and Transcripts Order Your Certificates and Transcripts 00:00:00

Course Overview Have you ever felt confused about the environmental issues? We are surely living in an era where climate change is one of the biggest concern. But there are various types of reports and opinions that you might feel confused. But not anymore. Learn environmental management from this Environmental Management Training course and enhance your environmental literacy today. In this Environmental Management Training course, you will be familiarized with different environmental changes and their reasons. You will learn about ecological changes and how environmental planning can help you improve your environmental management skill. You will also learn about environmental law and policies, how to perform an environmental audit and understand the current ecological concerns from this course. This Environmental Management Training course is perfectly for you to understand the environmental effect of your actions and learn how to take responsibility for your actions. The bite-sized lessons will help you understand the concepts and techniques easily.  Learning Outcomes Learn about the change of the ecology Understand the negative effect of environmental change Discover how to apply environmental management in your workplace and personal life Familiarize with the principles of EMS Learn about the potential of environmental management Understand the EU and UK law of environmental protection Learn the skills you need to perform an environmental audit Know how to act responsibly for environmental changes and negative effects of environmental change Learn about situation on environmental management Understand how you can improve environmental performance of your workplace Who is this course for? This comprehensive Environmental Management Training course is ideal for those who want to understand climate change effects and maintain a environment friendly surrounding.  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 Environmental Management Training is a useful qualification to possess and would be beneficial for any related profession or industry such as: Environmental Managers Environmental Advisors Sustainability Managers Ecologists Business Owners Environmental Analysts Scientists Entrepreneurs Environmental Management Training Module 01: Environment and Ecology 00:21:00 Module 02: Environmental Issues 00:26:00 Module 03: Environmental Planning 00:22:00 Module 04: Environmental Management System 00:32:00 Module 05: Ecosystem Management 00:29:00 Module 06: Environmental Law and Policy 00:24:00 Module 07: Improving Environmental Performance 00:25:00 Module 08: Environmental Management Audit 00:38:00 Module 09: Situational Environmental Management 00:27:00 Module 10: Review and Performance 00:18:00 Certificate and Transcript Order Your Certificates and Transcripts 00:00:00

Course Overview Learn the fundamental and basic concepts of chemistry and make your life more colorful with all the reactions. This Online Diploma in Basic Chemistry course will help you advance your study in chemistry and pursue a career in the chemical science industry. In this Online Diploma in Basic Chemistry course, you will learn about the most basic concepts and their application. You will get to know about the periodic table, metals, organic and inorganic chemistry. You will also learn about the functions of energy, intermolecular force, gases and liquids. This course will also familiarize you with various types of chemistry like biochemistry, nuclear chemistry, molecular science and many more. Chemistry can make your understanding clear about what is happening around you and add extra spice to your life. This Online Diploma in Basic Chemistry course will teach you the basic concepts of chemistry from scratch. Learn Chemistry and enjoy the science behind your everyday life. Learning Outcomes Get a clear understanding of the basics of chemistry Get to know about matters, atoms and chemical bonds Familiarize with the ins and outs of the periodic table Understand the function of energy, intermolecular forces and gases Get in-depth knowledge about inorganic and organic chemistry Learn what chemical equilibrium is Get to know about the importance of PH and POH Familiarize with different chemical reactions Get to know about different chemical hygiene plans Maintain laboratory safety while working in a laboratory Who is this course for? This comprehensive Online Diploma in Basic Chemistry is ideal for those who want to grasp the basic concepts of chemistry and strengthen their basics. This course is suitable for learners of any age. 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 The Online Diploma in Basic Chemistry is a useful qualification to possess and would be beneficial for any related profession or industry such as: Chemical Technicians Lab Technicians Forensic Scientists Environmental Analysts Engineers Operation Analysts Analytical Chemists Toxicologists Chemistry Teachers Water Chemists Researchers Online Diploma in Basic Chemistry Module 01: Introduction to Basic Chemistry 00:24:00 Module 02: Understanding Matter 00:21:00 Module 03: Atom 00:41:00 Module 04: Chemical Bonding 00:25:00 Module 05: Energy 00:38:00 Module 06: Periodic Table 00:35:00 Module 07: Intermolecular Forces 00:25:00 Module 08: Gases 00:25:00 Module 09: Solution 00:26:00 Module 10: Chemical Equilibrium 00:30:00 Module 11: Kinetics and Equilibrium 00:17:00 Module 12: Acids and Bases 00:23:00 Module 13: pH and pOH 00:23:00 Module 14: Reactions Involving Acids and Bases 00:25:00 Module 15: Redox Reaction 00:21:00 Module 16: Electricity and Chemistry 00:28:00 Module 17: Inorganic Chemistry 00:24:00 Module 18: Organic Chemistry 00:44:00 Module 19: Biochemistry 00:30:00 Module 20: Nuclear Chemistry 00:27:00 Module 21: Industrial Chemistry 00:24:00 Module 22: Environmental Chemistry 00:24:00 Module 23: Laboratory Safety 00:36:00 Module 24: Chemical Hygiene Plan 00:14:00 Certificate and Transcript Order Your Certificates and Transcripts 00:00:00

Course Overview As the whole world is looking forward to generating environmentally friendly energy, hydroelectricity is one of the greatest opportunities for the future. Learn how hydroelectric power works from this Basics of Hydroelectric Power Plant course and take the first step towards green energy generation. This Basics of Hydroelectric Power Plant  course will teach you the fundamentals of hydroelectricity and how to manage a hydropower plant. You will learn about the different components of a hydropower plant and their work. This course will also teach you about the benefits of the hydropower plants, the terminologies and working principles.  This Basics of Hydroelectric Power Plant course will help you enhance your knowledge and skills about hydropower plants, functions and maintenance. The easily understandable lessons will assist you to learn about hydropower plants quickly. This course is ideal for anyone who wants to understand the function of environment friendly energy generation and their applicability. Learning Outcomes Learn about the roles of hydroelectricity in today's power engineering market Understand the benefits of hydroelectricity Familiarize with hydro power plant terminologies Learn how hydro turbines work Know about different hydropower plant components Understand the differences between several hydro turbines and their applications Who is this course for? This comprehensive Basics of Hydroelectric Power Plant is ideal for those who want to understand the functions of hydroelectric powerplants. You will get a clear idea about powerplant management from this course. 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 Basics of Hydroelectric Power Plant is a useful qualification to possess and would be beneficial for any related profession or industry such as: Electrical Engineers Mechanical Engineers Power Engineers Power Plant Supervisors Environmental Engineers Environmental Analysts Researchers Scientists Welcome to the Course Course Overview 00:02:00 Welcome 00:02:00 Introduction Hydroelectricity Introduction 00:01:00 Short History Lesson 00:02:00 Potential to Electrical Energy 00:01:00 The Hydro Power Engineering Industry 00:08:00 Hydroelectric Power Plant Terminology Hydroelectric Power Plant Terminology 00:01:00 Impoundment and Diversion 00:03:00 Headwater, Tailwater, Head and Pondage 00:04:00 Upper and Lower Reservoirs 00:01:00 Common Hydroelectric Power Plant Components Hydroelectric Power Plant Components 00:01:00 Prior, Preparation and Planning 00:06:00 Trash Racks 00:03:00 Gates - Intake, Draft Tube, Spillway 00:05:00 Spillway 00:05:00 Penstock - Pressurised Water Conductor 00:03:00 Turbine Runners 00:03:00 Draft Tube 00:02:00 Power House 00:03:00 Generator and Power Distribution 00:06:00 Hydroelectric Turbines Hydroelectric Turbines 00:07:00 Reaction and Impulse Turbines 00:03:00 Axial, Mixed and Radial Flow Turbines 00:02:00 Kaplan Turbines 00:05:00 Variable Pitch Blades 00:04:00 Francis Turbines 00:05:00 Pelton Turbines Part 1 00:03:00 Pelton Turbines Part 2 00:07:00 Types of Hydroelectric Power Plant Types of Hydroelectric Power Plant 00:01:00 How Hydroelectric Dam Power Plants Work 00:07:00 How Run of the River Power Plants Work 00:05:00 How Tidal Barrage Power Plants Work 00:07:00 How Tidal Stream Power Plants Work 00:09:00 How Pumped Storage Power Plants Work 00:13:00 Final Thoughts Final Thoughts 00:02:00 Order Your Certificates and Transcripts Order Your Certificates and Transcripts 00:00:00

Our Aim Is Your Satisfaction! Offer Ends Soon; Hurry Up!! Humans and plants; an eternal friendship. Although humans have drastically (and foolishly) undermined this immensely beneficial relationship in the post-industrialisation era, they are becoming increasingly aware of the numerous benefits pants offer. Hence, studying plants or botany is a popular choice among learners around the world. To assist you in taking the first step to learning plants, we present this botany course for you. Botany is the scientific study of plants. It encompasses the study of the structure, growth, reproduction, metabolism, development, diseases, and evolution of plants. Botanists are scientists who specialise in studying plants and their environmental interactions. In this Botany course, you will learn about plant physiology, ecology, genetics, embryology, and much more. So, enrol in this botany course now! This Diploma in Botany at QLS Level 5 course is endorsed by The Quality Licence Scheme and accredited by CPD to make your skill development and career progression related to Botany substantial and easier than ever! Learning Outcome This Botany course enables you to - Develop an understanding of plant cells and their functions Discuss plant physiology in a thorough manner Recognise the fundamental physiological process that occurs in plants Determine the economic significance of gymnosperms Explain the fossilisation process and the factors that influence it Why Prefer This Botany Course? Opportunity to earn certificate a certificate endorsed by the Quality Licence Scheme & another accredited by CPDQS after completing the Botany course Get a free student ID card! (£10 postal charges will be applicable for international delivery) Innovative and engaging content. Free assessments 24/7 tutor support. *** Course Curriculum *** Here is the curriculum breakdown of this Diploma in Botany: Module 01: Introduction to Biology Module 02: Morphology of Plants Module 03: Cell Biology and Anatomy of Plants Module 04: Naming Plants and Taxonomic Classifications Module 05: Plant Physiology Module 06: Embryology of Plants Module 07: Plant Genetics and Evolution Module 08: Plant Ecology Module 09: Cryptograms and Microbes Module 10: The Gymnosperms Module 11: Angiosperms - The Flowering Plants Module 12: Palaeobotany Assessment Process We offer an integrated assessment framework to make the process of evaluation and accreditation for learners easier. You have to complete the assignment questions given at the end of the course and score a minimum of 60% to pass each exam. Our expert trainers will assess your assignment and give you feedback after you submit the assignment. After passing the exam, you will be able to request a certificate with additional cost that has been endorsed by the Quality Licence Scheme. Show off Your New Skills with a Certificate of Completion Endorsed Certificate of Achievement from the Quality Licence Scheme After completing the course, you can order an original hardcopy certificate of achievement endorsed by the Quality Licence Scheme. The certificate will be home-delivered, with a pricing scheme of - 119 GBP inside the UK 129 GBP (including postal fees) for international delivery Certificate Accredited by CPD Upon finishing the course, you need to order to receive a Certificate Accredited by CPD that is recognised all over the UK and also internationally. The pricing schemes are - 10 GBP for Digital Certificate 29 GBP for Printed Hardcopy Certificate inside the UK 39 GBP for Printed Hardcopy Certificate outside the UK (international delivery) CPD 150 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This botany course is intended for anyone with a deep interest in plants and who wants to gain an understanding of plant biology. Requirements The Botany program does not require any prior knowledge; everyone may participate! This Botany course is open to anyone who is interested in learning from anywhere in the world. Every student must be over the age of 16 and have a passion for learning and literacy. This 100% online course can be accessed from any internet-connected device, such as a computer, tablet, or smartphone. This course allows you to study at your own speed and grow a quality skillset. Career path This Botany course can assist you in pursuing a career as - Botanist Ecologist Palaeontologist

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.