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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.

Unlock the power of effective negotiation. Gain essential skills to navigate complex deals, build lasting partnerships, and achieve optimal outcomes. Course overview Duration: 1 day (6.5 hours) This course is designed for those who need to understand and be able to use essential negotiation skills to make them more effective in their role. Externally you maybe negotiating with suppliers, customers, regulatory authorities and other organisations. Internally you will be negotiating with stakeholders, colleagues, and team members which could be for resources, time, budget or facilities. Being able to negotiate agreements that are acceptable to all parties requires skill and is essential to maintain healthy, functional relationships. This will be a facilitated workshop designed to be flexible to achieve the desired outcome. We will achieve the objectives through a mixture of facilitated discussion, interactive exercises designed to give insight and facilitator input. During the day we will deal with the stages of a negotiation from preparation to closing. Individuals will get the opportunity to practice the skills needed to create win-win outcomes through a number of generic but realistic scenarios. Objectives By the end of the course you will be able to: State the principles of effective negotiation Prepare effectively for different types of negotiation Set negotiation objectives and identify what can be ‘traded’ Explain how assertiveness and influencing skills can affect outcomes Deploy appropriate strategies and tactics to achieve the best results Use different techniques to deal with difficult customers and difficult situations Content Influencing Seek first to understand, and then be understood The importance of understanding the other party’s position and how to do it The power of non-verbal communication Dealing with difficult customers and difficult situations whilst maintaining a positive relationship How to approach negotiations Identifying potential negotiations and preparing for potential outcomes Aiming for results which deliver win/win outcomes Developing a win/win mindset and behaviours Rights and responsibilities of negotiators Setting Negotiation Objectives Clarifying essential, desirable and ideal objectives Assessing the most favoured, realistic target and walk away positions The Negotiation Process The importance of preparation Creating an opening proposal Where to pitch the opening proposal Bargaining/Trading - Gaining Momentum Knowing your parameters – what can be traded? Choosing a strategy and tactics Dealing with questionable tactics and ploys Building rapport – the communication process Asking the right questions and active listening Being assertive, demanding your rights and ensuring you meet your responsibilities Closing Techniques Trial and actual closing techniques Signalling Summarising and documenting the agreement Follow up and implementation of the deal

Sage 50 Computerised Accounting / Bookkeeping Training - Fast Track Overview: If you're looking to gain competency in the world's most popular bookkeeping software, the Sage 50 Computerised Accounting course will teach everything you need to know, while helping you gain a recognised qualification. This course is designed to provide individuals from beginner to advanced knowledge of bookkeeping and Sage 50 accounts. It is intended for individuals who aim to improve career prospects and to be able to better financial management and control of the business. This course covers Level 1-3 of Sage 50 Bookkeeping/Accounting Training. Every business, no matter how large or small, is required by law to 'keep books'. Therefore, Bookkeepers play a vital role within organisations; ensuring records of individual financial transactions are accurate, orderly, up to date and comprehensive. If you are organised and methodical, like working through documents and enjoy seeing a set of figures add up properly, then bookkeeping is the career for you. You will receive a CPD Completion certificate from Osborne Training once you finish the course. Then, you have an option to attain a Certificate from SAGE(UK) subject to passing the exams. Level 1 Working with Sage 50 Accounts Program Basics. Creating Account names, Numbers & Bank Payments Financials Bank Reconciliations Generating Customers Invoices Monitoring Customer Activity Generating Product Invoices & Credit Notes Compiling & Sending Customer Statements Creating Customer Receipts & Purchase Invoices Supplier Payments Managing Recurring Entries Generating Reports & Information The Active Set-Up Wizard VAT Changes. Level 2 An overview of the Sage program Entering opening balances, preparing and printing a trial balance Creating customer records Creating supplier records Setting up opening assets, liabilities and capital balances, Producing routine reports Checking data, Entering supplier invoices Posting error corrections, amending records Invoicing, generating customer letters, entering new products, checking communication history Banking and payments, producing statements, petty cash Audit trails, correcting basic entry errors, reconciling debtors and creditors Creating sales credit notes, Processing purchase credit notes Preparing journals Verifying Audit Trail Purchase orders, processing sales orders Processing Trial Balance Creating Backups Restoring data Writing-off bad debts Level 3 Creating a Chart of Accounts to Suit Company Requirements Sole Trader Accounts preparation The Trial Balance preparation Errors in the Trial Balance Disputed Items Use of the Journal Prepare and Process Month End Routine Contra Entries The Government Gateway and VAT Returns Bad Debts and Provision for Doubtful Debts Prepare and Produce Final Accounts Management Information Reports Making Decisions with Reports Using Sage The Fixed Asset Register and Depreciation Accruals and Prepayments Cash Flow and Forecast Reports Advanced Credit Control

Course description Sage 50 Accounting / Bookkeeping Training - Fast Track Overview Want to open the door to working in Finance and Accountancy Industry? Starting Sage Line 50 Accounting Fast Track Training course will enhance your career potentials and give you the skills and knowledge you need to get started in Finance and Accountancy Industry. Get a new direction for your career in Accountancy, according to statistics, the average salary for Accountants is £50,000 (Source: Reed), it is the sector where the employability rate is higher than any other sector. With the right skills and practical experience, you would be able to fast track your career in Accountancy and exactly that's where Osborne Training can fill the gap. The intensive programmes include all the skills required to fast track your career in professional Accountancy. Duration 6 Weeks Study Options Classroom Based - Osborne Training offers Daytime or Weekend sessions for Sage 50 Bookkeeping Training Course from London Campus. Online Live - Osborne Training offers online Evening sessions for Sage 50 Bookkeeping Training Classes through the Virtual Learning Campus. Distance Learning - Self Study with Study Material and access to Online study Material through Virtual Learning Campus. Certification You will receive a certificate from Osborne Training once you finish the course. You have an option to get an IAB Certificate subject to passing the exams. What qualification will I gain? You could Gain the following IAB qualifications provided that you book and register for IAB exams and pass the exams successfully: IAB Level 1 Award in Computerised Bookkeeping (QCF) 500/9405/1 IAB Level 2 Award in Computerised Bookkeeping (QCF) 500/9261/3 IAB Level 3 Award in Computerised Bookkeeping (QCF) 500/9407/5 Awarding body International Association of Book-Keepers Sage 50 accounts Course Syllabus Creating a Chart of Accounts to Suit Company Requirements Sole Trader Accounts preparation The Trial Balance preparation Errors in the Trial Balance Disputed Items Use of the Journal Prepare and Process Month End Routine Contra Entries The Government Gateway and VAT Returns Bad Debts and Provision for Doubtful Debts Stock Valuation, Stock Control, Work in Progress and Finished Goods Prepare and Produce Final Accounts Extended Trial Balance Exporting Data including Linking to Other Systems Management Information Reports Making Decisions with Reports Using Sage Prepare and Process Year End Accounts and Archive Data Final Accounts for Partnerships including Appropriation Accounts The Fixed Asset Register and Depreciation Accruals and Prepayments Cash Flow and Forecast Reports Advanced Credit Control

Total SAGE Training (Sage 50 Accounts + Sage Payroll Training) Want to open the door to working in Finance and Accountancy Industry? Starting our Total Sage Training courses will enhance your career potentials and give you the skills and knowledge you need to get started in Finance and Accountancy Industry. Total Sage Training courses are combined with Sage 50 Accounts and Sage Payroll Training. You will receive a CPD Completion Certificate from Osborne Training once you finish the course. You also have an Option to attain Certificate from SAGE(UK) subject to passing the exams. What qualification will I gain for Sage Training Courses? CERTIFICATION FROM SAGE (UK) As Osborne Training is a Sage (UK) Approved training provider, you could gain the following qualifications provided that you book and register for exams and pass the exams successfully: Sage 50c Computerised Accounting Course (Level 1) Sage 50c Computerised Accounting Course (Level 2) Sage 50c Computerised Accounting Course (Level 3) Sage 50c Computerised Payroll Course (Level 1) Sage 50c Computerised Payroll Course (Level 2) Sage 50c Computerised Payroll Course (Level 3) Level 1 Working with Sage 50 Accounts Program Basics. Creating Account names, Numbers & Bank Payments Financials Bank Reconciliations Generating Customers Invoices Monitoring Customer Activity Generating Product Invoices & Credit Notes Compiling & Sending Customer Statements Creating Customer Receipts & Purchase Invoices Supplier Payments Managing Recurring Entries Generating Reports & Information The Active Set-Up Wizard VAT Changes. Level 2 An overview of the Sage program Entering opening balances, preparing and printing a trial balance Creating customer records Creating supplier records Setting up opening assets, liabilities and capital balances, Producing routine reports Checking data, Entering supplier invoices Posting error corrections, amending records Invoicing, generating customer letters, entering new products, checking communication history Banking and payments, producing statements, petty cash Audit trails, correcting basic entry errors, reconciling debtors and creditors Creating sales credit notes, Processing purchase credit notes Preparing journals Verifying Audit Trail Purchase orders, processing sales orders Processing Trial Balance Creating Backups Restoring data Writing-off bad debts Level 3 Creating a Chart of Accounts to Suit Company Requirements Sole Trader Accounts preparation The Trial Balance preparation Errors in the Trial Balance Disputed Items Use of the Journal Prepare and Process Month End Routine Contra Entries The Government Gateway and VAT Returns Bad Debts and Provision for Doubtful Debts Prepare and Produce Final Accounts Management Information Reports Making Decisions with Reports Using Sage The Fixed Asset Register and Depreciation Accruals and Prepayments Cash Flow and Forecast Reports Advanced Credit Control

Sage Line 50 Accounting / Bookkeeping Training - Fast Track If you're looking to gain competency in the world's most popular bookkeeping software, the Sage 50 Computerised Accounting course will teach everything you need to know, while helping you gain a recognised qualification. This Course is designed to provide individuals from beginner to advanced knowledge of bookkeeping and Sage 50 accounts. It is intended for individuals who aim to improve career prospects and to be able to better financial management and control of business. This course covers Level 1-3 of Sage 50 Bookkeeping/Accounting Training. Every business, no matter how large or small, is required by law to 'keep books'. Therefore, Bookkeepers play a vital role within organisations; ensuring records of individual financial transactions are accurate, orderly, up to date and comprehensive. If you are organised and methodical, like working through documents and enjoy seeing a set of figures add up properly, then bookkeeping is the career for you. What qualification will I gain? You have the choice to gain certification from one of the following awarding bodies. CERTIFICATION FROM SAGE (UK) As Osborne Training is a Sage (UK) Approved training provider, you could gain the following qualifications provided that you book and register for exams and pass the exams successfully: Sage 50c Computerised Accounting Course (Level 1) Sage 50c Computerised Accounting Course (Level 2) Sage 50c Computerised Accounting Course (Level 3) Level 1 Working with Sage 50 Accounts Program Basics. Creating Account names, Numbers & Bank Payments Financials Bank Reconciliations Generating Customers Invoices Monitoring Customer Activity Generating Product Invoices & Credit Notes Compiling & Sending Customer Statements Creating Customer Receipts & Purchase Invoices Supplier Payments Managing Recurring Entries Generating Reports & Information The Active Set-Up Wizard VAT Changes. Level 2 An overview of the Sage program Entering opening balances, preparing and printing a trial balance Creating customer records Creating supplier records Setting up opening assets, liabilities and capital balances, Producing routine reports Checking data, Entering supplier invoices Posting error corrections, amending records Invoicing, generating customer letters, entering new products, checking communication history Banking and payments, producing statements, petty cash Audit trails, correcting basic entry errors, reconciling debtors and creditors Creating sales credit notes, Processing purchase credit notes Preparing journals Verifying Audit Trail Purchase orders, processing sales orders Processing Trial Balance Creating Backups Restoring data Writing-off bad debts Level 3 Creating a Chart of Accounts to Suit Company Requirements Sole Trader Accounts preparation The Trial Balance preparation Errors in the Trial Balance Disputed Items Use of the Journal Prepare and Process Month End Routine Contra Entries The Government Gateway and VAT Returns Bad Debts and Provision for Doubtful Debts Prepare and Produce Final Accounts Management Information Reports Making Decisions with Reports Using Sage The Fixed Asset Register and Depreciation Accruals and Prepayments Cash Flow and Forecast Reports Advanced Credit Control

Managing Benefits™ Foundation: Virtual In-House Training The APMG International Managing Benefits and Swirl Device logo is a trademark of The APM Group Limited, used under permission of The APM Group Limited. All rights reserved. Benefits are not simply just one aspect of project and programme management (PPM) - rather, they are the rationale for the investment of taxpayers' and shareholders' funds in change initiatives. Managing Benefits is designed to complement existing best practices in portfolio, programme and project management (such as PRINCE2®, MSP®, P3O® & MoP®), and consolidates existing guidance while expanding on the specific practices and techniques aimed at optimizing benefits realization. The purpose of the Managing Benefits guidance and certification scheme is to provide you with generally applicable guidance encompassing benefits management principles, practices, and techniques, and to prepare you to take and pass the Foundation exam on the last day. Managing Benefits provides: An overview of benefits management - what it is, the case for doing it, and some common misconceptions that can limit its effectiveness in practice Descriptions of the seven principles upon which successful approaches to benefits management are built, and examples of how they have been applied in practice Guidance on how to apply benefits management at a portfolio level, as well as at an individual project or programme level Details of the five practices in the Benefits Management Cycle and examples of how they have been applied in practice Advice on how to get started in implementing effective benefits management practices and sustain progress What You Will Learn You'll learn how to: Define benefits, benefits management and related terms, and the objectives of benefits management Explain the principles upon which successful approaches to benefits management are based Define the practices contained within the Benefits Management Cycle and relevant techniques applicable to each practice Describe key elements of portfolio-based benefits management, as well as the scope of key roles and responsibilities for benefits management and the typical contents of the main benefits management documentation Identify barriers to effective benefits management and strategies to overcome them, including the key success characteristics of benefits management Improve your ability to pass the APMG Managing Benefits Foundation Certification exam Getting Started Introductions Course structure Course goals and objectives Overview of Managing Benefits The Benefits Management Model Key Benefits Management Practices What is Benefits Management? Definitions Value and Value Management Why do we need benefits management? Objectives Benefits Management Principles Align benefits with strategy Start with the end in mind Utilize successful delivery methods Integrate benefits with performance management Manage benefits from a portfolio perspective Apply effective governance Develop a value culture The Benefits Management Cycle Barriers to effective and efficient benefits management and overcoming them Key success characteristics of effective benefits management Key roles, responsibilities, and documentation Benefits Management Practice 1 - Identify and Quantify Benefits Management Practice 2 - Value and Appraise Benefits Management Practice 3 - Plan Benefits Management Practice 4 - Realize Benefits Management Practice 5 - Review Portfolio-based Benefits Management Implementing and Sustaining Progress APMG Managing Benefits Foundation Exam

DATE: Thursday 8th June TIME: 4pm LOCATION: Studio A MAX ALBRECHT is the creative director and founder of Critical Mask Pictures, a production company that focuses on narrative filmmaking. Max will be joining us on Thursday afternoon to discuss how best to market yourself and find work as a freelancer in the film and television industries. With years of experience under his belt, this will be a great Life Skills Session to attend to learn about life after CFS. Max will also discuss his experiences founding a production company and operating as a sole trader, so that attendees can learn of all the many ways to make a living independently in the business. A Q+A Session will take place for anything specific people wanted to ask. Be sure to book your free ticket in advance so that you don't miss out!

DATE: Thursday 18th July TIME: 4pm LOCATION: Studio A MAX ALBRECHT is the creative director and founder of Critical Mask Pictures, a production company that focuses on narrative filmmaking. Max will be joining us on Thursday 18th July to discuss how best to market yourself and find work as a freelancer in the film and television industries. With years of experience under his belt, this will be a great Life Skills Session to attend to learn about life after CFS. Max will also discuss his experiences founding a production company and operating as a sole trader, so that attendees can learn of all the many ways to make a living independently in the business. A Q+A Session will take place for anything specific people wanted to ask. Be sure to book your free ticket in advance so that you don't miss out!

Explore UK Business Essentials course for an in-depth understanding of business structures, taxation, and financial management in the UK. Ideal for entrepreneurs and business owners.