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Duration 3 Days 18 CPD hours This course is intended for This course is geared for Python experienced attendees who wish to learn and use basic machine learning algorithms and concepts. Students should have skills at least equivalent to the Python for Data Science courses we offer. Overview Working in a hands-on learning environment, guided by our expert team, attendees will learn to Understand the main concepts and principles of predictive analytics Use the Python data analytics ecosystem to implement end-to-end predictive analytics projects Explore advanced predictive modeling algorithms w with an emphasis on theory with intuitive explanations Learn to deploy a predictive model's results as an interactive application Learn about the stages involved in producing complete predictive analytics solutions Understand how to define a problem, propose a solution, and prepare a dataset Use visualizations to explore relationships and gain insights into the dataset Learn to build regression and classification models using scikit-learn Use Keras to build powerful neural network models that produce accurate predictions Learn to serve a model's predictions as a web application Predictive analytics is an applied field that employs a variety of quantitative methods using data to make predictions. It involves much more than just throwing data onto a computer to build a model. This course provides practical coverage to help you understand the most important concepts of predictive analytics. Using practical, step-by-step examples, we build predictive analytics solutions while using cutting-edge Python tools and packages. Hands-on Predictive Analytics with Python is a three-day, hands-on course that guides students through a step-by-step approach to defining problems and identifying relevant data. Students will learn how to perform data preparation, explore and visualize relationships, as well as build models, tune, evaluate, and deploy models. Each stage has relevant practical examples and efficient Python code. You will work with models such as KNN, Random Forests, and neural networks using the most important libraries in Python's data science stack: NumPy, Pandas, Matplotlib, Seabor, Keras, Dash, and so on. In addition to hands-on code examples, you will find intuitive explanations of the inner workings of the main techniques and algorithms used in predictive analytics. The Predictive Analytics Process Technical requirements What is predictive analytics? Reviewing important concepts of predictive analytics The predictive analytics process A quick tour of Python's data science stack Problem Understanding and Data Preparation Technical requirements Understanding the business problem and proposing a solution Practical project ? diamond prices Practical project ? credit card default Dataset Understanding ? Exploratory Data Analysis Technical requirements What is EDA? Univariate EDA Bivariate EDA Introduction to graphical multivariate EDA Predicting Numerical Values with Machine Learning Technical requirements Introduction to ML Practical considerations before modeling MLR Lasso regression KNN Training versus testing error Predicting Categories with Machine Learning Technical requirements Classification tasks Credit card default dataset Logistic regression Classification trees Random forests Training versus testing error Multiclass classification Naive Bayes classifiers Introducing Neural Nets for Predictive Analytics Technical requirements Introducing neural network models Introducing TensorFlow and Keras Regressing with neural networks Classification with neural networks The dark art of training neural networks Model Evaluation Technical requirements Evaluation of regression models Evaluation for classification models The k-fold cross-validation Model Tuning and Improving Performance Technical requirements Hyperparameter tuning Improving performance Implementing a Model with Dash Technical requirements Model communication and/or deployment phase Introducing Dash Implementing a predictive model as a web application Additional course details: Nexus Humans Hands-on Predicitive Analytics with Python (TTPS4879) 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 Hands-on Predicitive Analytics with Python (TTPS4879) 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.

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Course Overview: Imagine the power of interacting with databases, organising vast information, and extracting valuable insights - all at your fingertips. This might seem like a formidable task, but SQL, or Structured Query Language, brings this within reach. It is one of the most in-demand skills in the tech industry, with a projected 10% job growth rate over the next decade. Our course, The Complete SQL from Scratch: Bootcamp, provides a thorough understanding of SQL, irrespective of your prior familiarity with it. This comprehensive course walks you through the journey from the fundamentals of databases to the intricate functionalities of SQL. The curriculum includes detailed discussions on database creation, table manipulation, SQL statements, and utilisation of various operators. Moreover, it also covers essential operations like data backup and restoration, thus preparing learners for real-life database management scenarios. The course design ensures a smooth transition from one concept to another, enabling learners to solidify their understanding at each step. Enrol today and start learning SQL! Key Features of the Course: CPD certificate: Upon completion of the course, you'll receive a CPD certificate that you can use to demonstrate your skills to employers. 24/7 Learning Assistance: Our team of experts is available 24/7 to answer your questions and help you progress through the course. Interesting learning materials: The course is packed with engaging videos, interactive exercises, and quizzes to help you learn SQL in a fun and effective way. Who is This Course For? The Complete SQL from Scratch: Bootcamp course is suitable for anyone interested in diving into the world of databases or enhancing their skills further. Beginners with no prior knowledge and professionals seeking an in-depth understanding of SQL would equally benefit from the course. What You Will Learn: Through The Complete SQL from Scratch: Bootcamp , you will learn: An in-depth understanding of databases and their functions. Familiarity with PostgreSQL installation and various connections. Proficiency in manipulating data including insert, update, delete operations. A comprehensive grasp of complex SQL commands and queries. Skills to design and alter table structures using SQL scripts. Advanced knowledge about SQL statements, their structure, and usage. Competence in data backup and restoration in databases. Why Enrol in This Course: The Complete SQL from Scratch: Bootcamp course is reviewed as a top choice among learners, and is recently updated to match the trending industry needs. By enrolling, you will acquire a set of skills that are crucial in today's data-centric world, enhancing your employability and competitive edge. Requirements: No prior experience is required A computer with internet access Career Path: Database Administrator (average UK salary £47,000) Data Analyst (£40,000), Business Analyst (£43,000) SQL Developer (£45,000) Database Engineer (£48,000) Systems Analyst (£41,000) Data Architect (£62,000). Certification: After successfully completing the course, you will receive a CPD certificate, signifying your expertise in SQL. This course is your stepping stone to becoming a proficient database professional. Enrol and Lets get started! Course Curriculum 12 sections • 56 lectures • 06:39:00 total length •Introduction: 00:04:00 •Course Curriculum overview: 00:04:00 •Overview of Databases: 00:08:00 •PostgreSQL Installation: 00:13:00 •Connecting to PostgreSQL using psql: 00:04:00 •Connecting to PostgreSQL using PgAdmin: 00:07:00 •Basic of Database and Tables: 00:06:00 •Data Types: 00:07:00 •Primary Keys and Foreign Keys: 00:04:00 •Create Table in SQL Script: 00:17:00 •Insert: 00:05:00 •Update: 00:05:00 •Delete: 00:03:00 •Alter Table: 00:05:00 •Drop Table: 00:02:00 •Check Constraint: 00:12:00 •NOT NULL Constraint: 00:04:00 •UNIQUE Constraint: 00:06:00 •Overview of Challenges: 00:04:00 •SQL Statement Basic: 00:07:00 •SELECT Statement: 00:12:00 •SELECT DISTINCT: 00:10:00 •Column AS Statement: 00:07:00 •COUNT: 00:07:00 •SELECT WHERE Clause - One: 00:06:00 •SELECT WHERE Clause - Two: 00:11:00 •ORDER: 00:05:00 •LIMIT: 00:04:00 •BETWEEN keyword usage on real time: 00:08:00 •IN Operator: 00:06:00 •LIKE and ILIKE: 00:10:00 •Overview of GROUP BY: 00:03:00 •Aggregation Function: 00:12:00 •GROUP BY - One: 00:05:00 •GROUP BY - Two: 00:06:00 •HAVING on SQL Statement: 00:04:00 •Overview of JOINS: 00:07:00 •Introduction to JOINS: 00:06:00 •AS Statement table: 00:05:00 •INNER Joins: 00:14:00 •Full Outer Joins: 00:04:00 •Left Outer join: 00:03:00 •Right Outer Join: 00:05:00 •Union: 00:05:00 •Basic of Advanced SQL Commands: 00:04:00 •Timestamps: 00:17:00 •Extract from Timestamp: 00:05:00 •Mathematical Functions: 00:06:00 •String Functions: 00:16:00 •SubQuery: 00:08:00 •Overview of Databases and Tables: 00:02:00 •Creating a Database backup: 00:03:00 •Restoring a Database from backup: 00:04:00 •Overview Assessment Test: 00:02:00 •Mock Exam - The Complete SQL from Scratch: Bootcamp: 00:20:00 •Final Exam - The Complete SQL from Scratch: Bootcamp: 00:20:00

Explore the dynamic world of Organisational Planning & Ethics through our comprehensive course. It is designed for those aiming to make a big impact in the modern business world.

The Essential Accounting Basics Course is a vital tool for anyone looking to thrive in today's fast-paced financial landscape. Understanding accounting is crucial not just for professional success but also for managing personal finances effectively. By learning accounting, you gain insights into financial statements, budgeting, and investment management, which are indispensable skills for making informed decisions. In the UK, accounting professionals are in high demand, with average salaries ranging from £25,000 to £45,000, depending on experience. This course will significantly enhance your employability, opening doors to numerous job opportunities in finance and accounting sectors. Moreover, the accounting sector is experiencing growth, with a projected increase of 6% over the next decade. Enrolling in this Essential Accounting Basics course means you're equipping yourself with a skill set that is not only essential for daily financial management but also crucial for a thriving career. Whether you're looking to advance in your current role or switch to a new profession, understanding accounting is a strategic move that offers both stability and growth potential in the ever-evolving job market. Key Features: CPD Certified Essential Accounting Basics Course Developed by Specialist Lifetime Access Course Curriculum Module 01: Introduction to Accounting Module 02: Who are Accountants? Module 03: The Accounting System Module 04: What are Financial Statements? Module 05: Introduction to Financial Statement Analysis Module 06: Budgeting and Its Importance Module 07: Financial Markets and Bonds Module 08: Dealing with Financial Risk Management Module 09: Investment Management and Analysis Module 10: Auditing and Risk of Frauds Learning Outcomes: Decode financial statements for insightful business analysis and decision-making. Master the principles of risk management and enhance financial resilience strategies. Cultivate advanced skills in investment analysis for strategic financial planning. Navigate the intricate landscape of financial markets and comprehend bond dynamics. Develop expertise in auditing, mitigating risks, and safeguarding against financial frauds. Gain a comprehensive understanding of budgeting's pivotal role in financial stability. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This Essential Accounting Basics course is accessible to anyone eager to learn more about this topic. Through this course, you'll gain a solid understanding of Essential Accounting Basics. Moreover, this course is ideal for: Aspiring financial analysts seeking advanced financial expertise. Business professionals aiming to enhance financial decision-making skills. Individuals interested in mastering risk management strategies for business resilience. Aspiring auditors and risk analysts pursuing a deeper understanding of financial landscapes. Those keen to explore the dynamics of financial markets and investments. Requirements There are no requirements needed to enrol into this Essential Accounting Basics course. We welcome individuals from all backgrounds and levels of experience to enrol into this Essential Accounting Basics course. Career path After finishing this Essential Accounting Basics course you will have multiple job opportunities waiting for you. Some of the following Job sectors of Accounting are: Junior Accountant - £18K to £26K/year. Financial Analyst - £30K to £50K/year. Budget Analyst - £27K to £45K/year. Auditor - £28K to £48K/year. Investment Analyst - £32K to £55K/year. Certificates Digital certificate Digital certificate - Included Will be downloadable when all lectures have been completed.

Enroll in our comprehensive Applied Behavioural Analysis (ABA) Course to master ABA principles and techniques for improving motor, language, cognitive, and visuospatial skills. Perfect for parents, educators, therapists, and healthcare professionals.

Youth work is a rewarding and challenging career that involves supporting and empowering young people to achieve their goals and overcome their difficulties. If you want to become a youth worker or improve your skills as one, you might want to enrol in this course on youth work and leadership.

Whether you're pursuing a career in healthcare or simply curious about the inner workings of the human body, this diploma will provide you with a solid foundation in anatomy and physiology. Enrol now and gain the knowledge and skills needed to excel in the field of biomedical sciences or healthcare.

Enhance your skills as a Learning Support Assistant with this comprehensive training. Covering roles, assessment, safeguarding, and more, this course equips you to support children's educational needs effectively. Ideal for aspiring LSAs and educators seeking to deepen their knowledge.

Join our Level 2 Food Allergen Awareness Training course to gain essential knowledge and skills for identifying, managing, and preventing food allergens. Suitable for individuals working or aspiring to work in the food industry, this course covers allergen guidelines, allergic reactions, treatments, and more.