Duration 4 Days 24 CPD hours This course is intended for This course is designed for data scientists with existing knowledge of Python and machine learning frameworks like Scikit-Learn, PyTorch, and Tensorflow, who want to build and operate machine learning solutions in the cloud. Overview Learn how to operate machine learning solutions at cloud scale using Azure Machine Learning. This course teaches you to leverage your existing knowledge of Python and machine learning to manage data ingestion and preparation, model training and deployment, and machine learning solution monitoring in Microsoft Azure. Learn how to operate machine learning solutions at cloud scale using Azure Machine Learning. This course teaches you to leverage your existing knowledge of Python and machine learning to manage data ingestion and preparation, model training and deployment, and machine learning solution monitoring with Azure Machine Learning and MLflow. Prerequisites Creating cloud resources in Microsoft Azure. Using Python to explore and visualize data. Training and validating machine learning models using common frameworks like Scikit-Learn, PyTorch, and TensorFlow. Working with containers AI-900T00: Microsoft Azure AI Fundamentals is recommended, or the equivalent experience. 1 - Design a data ingestion strategy for machine learning projects Identify your data source and format Choose how to serve data to machine learning workflows Design a data ingestion solution 2 - Design a machine learning model training solution Identify machine learning tasks Choose a service to train a machine learning model Decide between compute options 3 - Design a model deployment solution Understand how model will be consumed Decide on real-time or batch deployment 4 - Design a machine learning operations solution Explore an MLOps architecture Design for monitoring Design for retraining 5 - Explore Azure Machine Learning workspace resources and assets Create an Azure Machine Learning workspace Identify Azure Machine Learning resources Identify Azure Machine Learning assets Train models in the workspace 6 - Explore developer tools for workspace interaction Explore the studio Explore the Python SDK Explore the CLI 7 - Make data available in Azure Machine Learning Understand URIs Create a datastore Create a data asset 8 - Work with compute targets in Azure Machine Learning Choose the appropriate compute target Create and use a compute instance Create and use a compute cluster 9 - Work with environments in Azure Machine Learning Understand environments Explore and use curated environments Create and use custom environments 10 - Find the best classification model with Automated Machine Learning Preprocess data and configure featurization Run an Automated Machine Learning experiment Evaluate and compare models 11 - Track model training in Jupyter notebooks with MLflow Configure MLflow for model tracking in notebooks Train and track models in notebooks 12 - Run a training script as a command job in Azure Machine Learning Convert a notebook to a script Run a script as a command job Use parameters in a command job 13 - Track model training with MLflow in jobs Track metrics with MLflow View metrics and evaluate models 14 - Perform hyperparameter tuning with Azure Machine Learning Define a search space Configure a sampling method Configure early termination Use a sweep job for hyperparameter tuning 15 - Run pipelines in Azure Machine Learning Create components Create a pipeline Run a pipeline job 16 - Register an MLflow model in Azure Machine Learning Log models with MLflow Understand the MLflow model format Register an MLflow model 17 - Create and explore the Responsible AI dashboard for a model in Azure Machine Learning Understand Responsible AI Create the Responsible AI dashboard Evaluate the Responsible AI dashboard 18 - Deploy a model to a managed online endpoint Explore managed online endpoints Deploy your MLflow model to a managed online endpoint Deploy a model to a managed online endpoint Test managed online endpoints 19 - Deploy a model to a batch endpoint Understand and create batch endpoints Deploy your MLflow model to a batch endpoint Deploy a custom model to a batch endpoint Invoke and troubleshoot batch endpoints
There is no such thing as a typical Access to HE student. Our Access to HE Diplomas are taken by students of all ages and backgrounds. Courses are designed, in particular, for people who have been out of education for some time, especially those who left school with too few qualifications to be able to go straight to university.
There are a number of reasons why it is important to actively promote equality and diversity within your business and the wider community, not only to ensure compliance with anti-discrimination legislation and professional regulations, including the SRA Standards & Regulations. There will also be business benefits to the organisation including attracting and retaining talented staff, improving staff morale, potentially accessing a wider client base and enhancing service levels and client satisfaction. Join us for this useful overview session on equality, diversity & inclusion which will cover the following points; The Meaning of Equality Discrimination Harassment & Victimisation Unconscious Bias The Equality Act & the Protected Characteristics Reasonable Adjustments Complying with E&D requirements Target Audience This online course is suitable for staff of all levels, from support staff to senior partners. Resources Comprehensive and up to date course notes will be provided to all delegates which may be useful for ongoing reference or cascade training. Please note a recording of the course will not be made available. Speaker Amie Higgins, Consultant, DG Legal Amie is a Senior Solicitor, qualified under the Law Society’s Immigration & Asylum Accreditation Scheme (IAAS) as an Advanced Caseworker and Supervisor. Amie specialises in all aspects of Immigration, Asylum and Human Rights work, with a specialism in human trafficking/modern slavery cases and working with vulnerable clients. Amie is an experienced trainer, delivering a range of training on both legal and practice management topics.
QA Level 2 Award In Health And Safety In The Workplace (RQF) Health and Safety Training Courses QA Level 2 Award In Health And Safety In The Workplace (RQF) Course Contents: Roles and responsibilities of employers and employees Health and safety laws Risk assessments and risk control hierarchy Identifying and controlling risks from common workplace hazards, including: Slips, Trips and Falls Manual Handling Fire Working from Height Electricity Hazardous Substances Workplace conditions Ergonomics Equipment Noise and vibration Transport and vehicles Violence Smoking, alcohol and drugs Stress Procedures for responding to accidents and incidents Recording incidents, accidents and ill health Benefits of this course: In 2023/24, 1.7 million people suffered from a work-related illness 600,000 sustained a non-fatal injury 138 People lost their lives 776,000 Workers suffered from work-related stress, depression or anxiety The estimated cost of injuries and ill health last year was £21.6 billion 33.7 million working days, or 140,417 working years, were lost due to work-related illnesses and injuries It is an employer's duty to protect the health, safety and welfare of their employees and other people who might be affected by their business. This includes providing sufficient information, instruction and training of employees, so they can work in a way that does not put themselves or others at risk This QA Level 2 Award in Health and Safety in the Workplace (RQF) course helps employees gain an understanding of health and safety issues and their own role within that Accredited, Ofqual regulated qualification: This Health and Safety Training Course is a nationally recognised, Ofqual regulated qualification accredited by Qualsafe Awards. This means that you can be rest assured that your Health and Safety Certificate fulfils the legal requirements and is an excellent way to make sure you and your employees are trained in Health and Safety. The Ofqual Register number for this course is 603/2687/6
QA Level 2 Award In Principles Of Risk Assessment (RQF) Face to Face: One-day course Virtual Classroom: Spread over 3 sessions of 2½ hr duration Don't run risks with the safety of your people - it will cost you a lot more when things start to go wrong... Risk Assessments are vital for Health and Safety, and vital for the whole process Course Contents: Main causes of Work-related Fatalities, Injuries and ill health Moral, Legal and Economic Reasons for Preventing Accidents and ill health at Work Key Terms associated with Risk Assessments in Health and Safety at Work:AccidentNear MissAccident TriangleHazardRiskRisk AssessmentSuitable and SufficientCompetence The Role of Risk Assessments in Accident and ill Health Prevention Legal Requirements for Risk Assessments Importance of Personal hygiene Basic Process for Undertaking a Risk Assessment The Five Steps of a Risk Assessment Benefits of this course: In 2020/21, a whopping 1.7 million people suffered from a work-related illness 441,000 of those sustained an injury 142 People, plus 60 members of the public, lost their lives... The estimated cost of injuries and ill health was £15 billion 28.2 million working days, or 108,045 working years, were lost due to work-related illnesses and injuries It is an employer's duty to protect the health, safety and welfare of their employees and other people who might be affected by their business. This includes providing sufficient information, instruction and training of employees, so they can work in a way that does not put themselves or others at risk Our QA Level 2 Award in Principles of Risk Assessment (RQF) course is ideal for all employees, helping them to create a better understanding of health and safety issues and risk assessments Accredited, Ofqual regulated qualification: QA Level 2 Award in Principles of Risk Assessment (RQF) training course is a nationally recognised, Ofqual regulated qualification accredited by Qualsafe Awards.This means that you can be rest assured that your Principles of Risk Assessment certificate fulfils the legal requirements and is a very good way to make sure you and your employees are trained appropriately.The Ofqual Register number for this course is 603/0857/9
About this training course This 5-days comprehensive training course provides not only an introduction into the issues associated with the development of the pipeline transportation of CO2 from its Capture, it's transportation, storage and usage but also provides an in depth understanding of the issues to be considered in the development, design and operations of these pipelines. The theme throughout this training course is CO2 Flow Assurance and Innovative Technologies. Each training day will consist of lectures in the morning and a hands-on workshop in the afternoon. The workshop allows the participants to appreciate the design process associated with CO2 transport and its operations. Various software will be available during the workshop to predict thermo hydraulics and associated phase flows through CO2 pipelines and the attached infrastructure. Further software to assess surge and environmental safety will also be available. The CO2 pipeline design approach will consider an integrated solution through modelling the CO2 capture system as well as the host storage facility. The participants will have a total appreciation of the methodology required to develop a CO2 transportation system and have an understanding of all of the Flow Assurance, risks, and operating issues and technology requirements. Training Objectives After the completion of this training course, participants will be able to: Understand the process required and identify data to analyse Flow Assurance for CO2 pipeline transport Review and Identify the Flow Assurance issues required to be evaluated for CO2 pipeline transport design and operations methodology. These include; Hydrates, Slugging, Corrosion, Scaling, Fluid Phase Behaviour and transient conditions Establish the studies to be undertaken for each area of CO2 transport including 'Rules of Thumb' and software to be used Comprehend the need for innovative methods and the technologies to mitigate Flow Assurance issues and the need for economics considerations Appreciate the need for an integrated analysis of the CO2 transport system from the CO2 capture to the host storage facility Gain an appreciation of the emerging and enabling technologies for CO2 transport and storage application Dive deeper into the operational strategies requirements to mitigate Flow Assurance issues Target Audience This training course is suitable and will greatly benefit the following specific groups: Reservoir Engineers Flow Assurance Engineers Thermodynamics Engineers Process and Chemical Engineers Pipeline Engineers Facilities Engineers Control and Subsea Engineers working in the Oil and Gas industries Engineers in other disciplines may attend that require an appreciation of CO2 pipeline transport Control and Subsea Engineers working in the Oil and Gas industries Engineers in other disciplines may attend that require an appreciation of CO2 pipeline transport Course Level Intermediate Training Methods The training instructor relies on a highly interactive training method to enhance the learning process. This method ensures that all participants gain a complete understanding of all the topics covered. The training environment is highly stimulating, challenging, and effective because the participants will learn by case studies which will allow them to apply the material taught in their own organization. Course Duration: 5 days in total (35 hours). Training Schedule 0830 - Registration 0900 - Start of training 1030 - Morning Break 1045 - Training recommences 1230 - Lunch Break 1330 - Training recommences 1515 - Evening break 1530 - Training recommences 1700 - End of Training Course delivery: The maximum number of participants allowed for this training course is 20. A basic understanding of thermo-hydraulics would be advantageous. Morning Lectures and afternoon hands-on practical workshop. Special features: PC-based simulation software demonstration Workshop for hands-on training Course References & Additional resources: 'CO2 Transport from Capture to Storage and Usage', 1st Edition Handouts Pre & Post Assessment Trainer Your expert course leader is a renowned specialist in flow assurance management for the oil & gas field developments. His expertise enables him to support the operating and contracting companies as well as financial institutions regarding due diligence on offshore development investment decisions and associated operational system risks. Technical assessment of fields for acquisition and production enhancement opportunity. He possesses specialist expertise in evaluating difficult pipeline fluids transport such as Ethylene, Carbon Dioxide and Hydrogen through feasibility studies and technical reviews for clients. He has an exceptional academic background and natural leadership abilities are supported by practical experience of diverse projects worldwide, along with numerous publications at key conferences and publication of four books. Particular interests in developing novel and innovative technologies for subsea applications to solve difficult flow assurance problem areas and improve field development economics. He has worked on major industry projects including; Concorde aircraft fuelling system, the Channel Tunnel aerodynamics and the first deep water oil field development (Foinaven) in the West of Shetland. He is also currently developing a renewable energy solar farm and carbon neutral energy crop (Miscanthus) for domestic and commercial power generation application. He has developed in-house resources including specialist oil & gas field development evaluation software for subsea and onshore field infrastructure development options including; costing and financial analysis, reservoir viability, flow assurance assessment, subsea processing and boosting technologies, flow induced vibrations, surge analysis, heat transfer and chemical injection systems. Patents: · Subsea Seabed Power Generation for Depleting Gas fields Using Renewable Energy · Gas to Liquids Absorption Technology (GTLA) for subsea and onshore Flow Assurance applications · Subsea Gas Compressor System using pigs and liquid pumps · Pressure Boosting using water injection pumps · B&W Mentor subsea multi-phase meter · Surge suppression using a contained gas method for pipeline systems POST TRAINING COACHING SUPPORT (OPTIONAL) To further optimise your learning experience from our courses, we also offer individualized 'One to One' coaching support for 2 hours post training. We can help improve your competence in your chosen area of interest, based on your learning needs and available hours. This is a great opportunity to improve your capability and confidence in a particular area of expertise. It will be delivered over a secure video conference call by one of our senior trainers. They will work with you to create a tailor-made coaching program that will help you achieve your goals faster. Request for further information post training support and fees applicable Accreditions And Affliations
About this training course This 5-days comprehensive training not only an introduction into the issue associated with the development of oil and gas fields but also provides an in depth understanding of the issues to be considered in the development of these fields. The theme throughout this training course is Flow Assurance and Innovative Technologies. Each day consists of lectures in the morning and a hands-on workshop in the afternoon. The workshop allows the participants to appreciate the design process associated with field developments. Various software will be available during the workshop to predict Multiphase flows through wells, pipelines and risers, as well as evaluating reservoir production profiles using alternative technologies to develop reservoirs. Further software to assess Surge and environmental safety will also be available. The field design approach will consider an integrated solution through modelling the reservoir decline, wells, flowlines, risers and the host facility. The participants will have a total appreciation of the methodology required to develop offshore oil and gas fields and have an understanding of all of the Flow Assurance issues and technology requirements. Training Objectives After the completion of this training course, participants will be able to: Understand the process required and identify data to analyse Flow Assurance for oil and gas fields. Examine and Identify the Flow Assurance issues required to be evaluated for oil and gas fields design. These include; Wax, Hydrates, Slugging, Corrosion, Sand Erosion, Scaling and Surge. Establish the studies to be undertaken for each area of Flow Assurance including 'Rules of Thumb' and software to be used. Prioritize the need for innovative methods and the technologies to solve Flow Assurance issues and the need for economics considerations. Appreciate the need for an integrated analysis of the oil and fields from the reservoir to the host processing facility. Gain an appreciation of the emerging and enabling technologies for offshore fields application. Dive deeper into the operational strategies requirements to mitigate Flow Assurance issues. Target Audience This training course is suitable and will greatly benefit the following specific groups: Reservoir Engineers Flow Assurance Engineers Thermodynamics Engineers Process and Chemical Engineers Pipeline Engineers Facilities Engineers Control and Subsea Engineers working in the Oil and Gas industries Engineers in other disciplines may attend that require an appreciation of Flow Assurance Course Level Intermediate Training Methods The training instructor relies on a highly interactive training method to enhance the learning process. This method ensures that all participants gain a complete understanding of all the topics covered. The training environment is highly stimulating, challenging, and effective because the participants will learn by case studies which will allow them to apply the material taught in their own organization. Course Duration: 5 days in total (35 hours). Training Schedule 0830 - Registration 0900 - Start of training 1030 - Morning Break 1045 - Training recommences 1230 - Lunch Break 1330 - Training recommences 1515 - Evening break 1530 - Training recommences 1700 - End of Training Course delivery: This course is limited to a maximum of 20 participants only. A basic understanding of thermo-hydraulics would be advantageous. Morning Lectures and afternoon hands-on practical workshop. Special features: PC-based simulation software demonstration Workshop for hands-on training Course References & Additional resources: 'Flow Assurance for Oil and Gas Fields Production Transport', 1st Edition Handouts Pre & Post Assessment Trainer Your expert course leader is a renowned specialist in flow assurance management for the oil & gas field developments. His expertise enables him to support the operating and contracting companies as well as financial institutions regarding due diligence on offshore development investment decisions and associated operational system risks. Technical assessment of fields for acquisition and production enhancement opportunity. He possesses specialist expertise in evaluating difficult pipeline fluids transport such as Ethylene, Carbon Dioxide and Hydrogen through feasibility studies and technical reviews for clients. He has an exceptional academic background and natural leadership abilities are supported by practical experience of diverse projects worldwide, along with numerous publications at key conferences and publication of four books. Particular interests in developing novel and innovative technologies for subsea applications to solve difficult flow assurance problem areas and improve field development economics. He has worked on major industry projects including; Concorde aircraft fuelling system, the Channel Tunnel aerodynamics and the first deep water oil field development (Foinaven) in the West of Shetland. He is also currently developing a renewable energy solar farm and carbon neutral energy crop (Miscanthus) for domestic and commercial power generation application. He has developed in-house resources including specialist oil & gas field development evaluation software for subsea and onshore field infrastructure development options including; costing and financial analysis, reservoir viability, flow assurance assessment, subsea processing and boosting technologies, flow induced vibrations, surge analysis, heat transfer and chemical injection systems.
Transmission demystified training course description Transmission is the process of sending information along a medium of, copper, fibre or wireless. This course looks at transmission techniques for both telecommunications and data communications with a particular focus on Microwave, SDH, DWDM transmission. The course aims to demystify these technologies by explaining all the buzzwords used in transmission. What will you learn Describe various transmission technologies such as multiplexing and demultiplexing. Explain how Microwave works. Explain how SDH works. Explain how DWDM works. Transmission demystified training course details Who will benefit: Anyone working in telecommunications. Prerequisites: None. Duration 2 days Transmission demystified training course contents Transmission basics Systems, media, signals. Signal degradation, noise, distortion, attenuation. Digital, analogue. Modulation, encoding. RF Frequency, wavelength. Distance / range issues, interference, Antenna, power, dB, RF propagation, testing. Microwave transmission What is microwave transmission, point to point communications, line of sight, parabolic antenna, relays, planning considerations, rain and other issues Wired transmissions Copper, Fibre, optical transmission, fibre characteristics, fibre component parts. Multi Mode Fibre (MMF). Single Mode Fibre (SMF). Fibre connections. Lasers. Attenuations, dispersion, optical signal noise ratios (OSNR) and their effects. Channel Spacing and Signal Direction. Limiting factors to single wavelength. Introduction to SDH Timing and synchronisation of digital signals, the plesiochronous digital hierarchy (PDH), the synchronous digital hierarchy (SDH), service protection with SDH. TDM. SDH6 Standards, basic units, frames, STM1 frame, bit rates, STM0, STM1, STM4, STM16, STM64, STM256, SDH architecture, rings, Add drop multiplexors. SDH network topologies, structure of SDH equipment, SDH synchronisation, protection switching in SDH networks, SDH alarm structure, testing of SDH, equipment and systems, Ethernet over SDH. WDM overview Multiplexing, TDM, WDM benefits. WDM standards. CWDM vs. DWDM. Four Wave Mixing (FWM). Impact and countermeasures to FWM on WDM.tructure of SDH equipment, SDH synchronisation, protection switching in SDH networks, SDH alarm structure, testing of SDH, equipment and systems, Ethernet over SDH. DWDM ITU G.694.1, channel and spacing. Optical Terminal Multiplexers (OTM). Optical Add/Drop Multiplexers (OADM). Adding versus dropping. Optical Amplifiers. Erbium Doped Fibre Amplifiers (EDFA). Transponders and Combiners. Optical and Electrical Cross Connects (OXCs/DXCs). Cross Connect types (Transparent/Opaque). Advantages and disadvantages of various Optical cross connects. IP transmission Telecommunications versus data communications, IP transmission, VoIP, MPLS.
Essential optical transmission course description Transmission is the process of sending information along a medium of, copper, fibre or wireless. This course looks at transmission techniques for fibre networks. The course aims to demystify the technologies involved by explaining all the buzzwords used in optical transmission. What will you learn Describe various optical transmission technologies. Explain how SDH and OTN work. Explain how WDM, CWDM and DWDM work. Explain PON, GPON and GEPON. Essential optical transmission course details Who will benefit: Anyone working in telecommunications. Prerequisites: None. Duration 2 days Essential optical transmission course contents Transmission basics nsmission basics Systems, media, signals. Signal degradation, noise, distortion, attenuation. Digital, analogue. Modulation, encoding. Fibre transmission Fibre vs copper, optical transmission, fibre characteristics, fibre component parts. Multi Mode Fibre (MMF). Single Mode Fibre (SMF). Fibre connections. Lasers. Attenuations, dispersion, optical signal noise ratios (OSNR) and their effects. Channel Spacing and Signal Direction. Limiting factors to single wavelength. SDH Timing and synchronisation of digital signals, the plesiochronous digital hierarchy (PDH), the synchronous digital hierarchy (SDH), service protection with SDH. TDM. Standards, basic units, frames, STM1 frame, bit rates, STM0, STM1, STM4, STM16, STM64, STM256, SDH architecture, rings, Add drop multiplexors. SDH network topologies, structure of SDH equipment, SDH synchronisation, protection switching in SDH networks, SDH alarm structure, testing of SDH, equipment and systems, Ethernet over SDH. OTN G.709, OTN interface structure, Optical transport modules, ONNI, OCh, OUT, ODU, OPU. G.709 amendments. WDM overview Multiplexing, TDM, WDM benefits. WDM standards. CWDM vs. DWDM. Four Wave Mixing (FWM). Impact and countermeasures to FWM on WDM. DWDM ITU G.694.1, channel and spacing. Optical Terminal Multiplexers (OTM). Optical Add/Drop Multiplexers (OADM). Adding versus dropping. Optical Amplifiers. Erbium Doped Fibre Amplifiers (EDFA). Transponders and Combiners. Optical and Electrical Cross Connects (OXCs/DXCs). Cross Connect types (Transparent/Opaque). Advantages and disadvantages of various Optical cross connects. FTTx Fibre installation and air blown fibre, FTTH, FTTC, FTTN, FTTD, FFTH topologies and wavelengths, active or passive optical network. PON variants Gigabit passive optical network (GPON), Gigabit Ethernet passive optical network (GEPON), Time division PON (TDM-PON), XG-PON, Wave Division Multiplexing PON (WDM-PON), 1Gbps, 10Gbps, 40Ggps, 100Gbps FSAN (Full Service Access Network) NGA (Next Generation Access), Strategies for TDM-PON to WDM-PON migration, Architecture of NG-PON (hybrid WDM/TDM PON), Additional services than triple play.
Performance Development Coaching provides a safe space for individuals to explore new ideas and techniques without judgement, fostering personal growth and benefiting the wider business. Sessions are confidential, 90 minutes long, and tailored to individual developmental needs, with a bi-weekly schedule of six sessions suggested. These sessions are conducted via Zoom, with face-to-face options available in East Anglia and London; email engage@puritas.org.uk for details.