Machine learning phd - A relatively new company – AcademicInfluence.com., co-founded in 2020 by Jed Macosko, a Berkeley PhD, professor of physics at Wake Forest University and president of the fledgling startup ...

 
Machine learning models for agricultural nitrogen simulation. The University of Melbourne is a public research university located in Melbourne, Australia. It was founded in 1853 The university is a member of the prestigious Group of Eight, a coalition of leading research-intensive universities in Australia, and is consistently ranked among the .... Fast food places with vegetarian options

Machine Learning (Ph.D.) Course Description and Catalog. The curriculum for the PhD in Machine Learning is truly multidisciplinary, containing courses taught in eight schools across three colleges at Georgia Tech: the Schools of Computational Science and Engineering, Computer Science, and Interactive Computing in the College of Computing; the ... Data science is the all-encompassing rectangle, while machine learning is a square that is its own entity. They are both often used by data scientists in their work and are rapidly being adopted by nearly every industry. Pursuing a career in either field can deliver high returns. According to US News, data scientists ranked as third-best among ...Oct 21, 2023 · The Machine Learning and Data Science (MLDS) track of the EAS-PhD is committed to training the next generation of machine learning and data science leaders. This track is designed to instill the theoretical knowledge and practical skills necessary for research and discovery in machine learning and data science fields. A focus on probability and statistics, machine learning, data mining and data engineering is complemented by computing and industrial engineering-specific courses to ensure breadth and depth in data science and computing and industrial engineering. ... Data science, analytics and engineering, PhD: Both a written and an oral comprehensive ...The Artificial Intelligence in Medicine (AIM) PhD track, newly developed by the Department of Biomedical Informatics (DBMI) at Harvard Medical School, will enable future academic, clinical, industry, and government leaders to rapidly transform patient care, improve health equity and outcomes, and accelerate precision medicine by creating new AI technologies …Machine learning algorithms are at the heart of many data-driven solutions. They enable computers to learn from data and make predictions or decisions without being explicitly prog...Feb 23, 2024 · The Statistics and Machine Learning cohort-based training programme is a four-year DPhil research programme (or eight years if studying part-time). It will train the next generation of researchers in statistics and machine learning, who will develop widely-applicable novel methodology and theory and create application-specific methods, leading ... Oct 3, 2016 ... ... machine learning and artificial intelligence, then we encourage you to apply ... PHD in machine learning or data science, is it worth? codebasics• ...Tengyu Ma Tengyu Ma is an Assistant Professor of Computer Science and Statistics at Stanford University. His research interests broadly include topics in machine learning and algorithms, such as non-convex optimization, deep learning and its theory, reinforcement learning, representation learning, distributed optimization, convex relaxation (e.g. sum …Jun 5, 2022 · The most affordable online PhD in Machine Learning based on cost per credit is at Aspen University in Phoenix, Arizona. It charges $375 per month, which, when multiplied by the 67 months it takes to complete the program, results in a total of $25,125 for the entire program. What companies are hiring for machine learning researcher phd jobs in United States? The top companies hiring now for machine learning researcher phd jobs in United States are University of Alabama at Birmingham , General Motors , Brigham and Women's Hospital (BWH) , Motion Recruitment , Leidos , Apple , Zolon Tech , Johns Hopkins Applied ...Machine Learning degrees teach students how to prepare and use data to train computer systems. The systems use data to get progressively better and make accurate predictions. ... Many universities and colleges in United States offer English-taught PhD's degrees. Before starting a programme, you need to have a basic knowledge of the English ...PhD students in the Department of Computer Science may focus their research in the following areas: Artificial Intelligence: computer vision, decision theory/game theory, knowledge representation and reasoning, intelligent user interfaces, machine learning, natural language understanding and generation, robotics and haptics. Computer …The doctoral program spans from foundational aspects, including computational methods, machine learning, mathematical models and statistical analysis, to applications in data science. ... The goal of the preliminary assessment examination is to assess students’ preparation for pursuing a PhD in data science, in terms of core knowledge and ...In today’s digital age, online education has become increasingly popular and accessible. This is particularly true for individuals who are looking to pursue advanced degrees, such ...Students should discuss this specialization option with their Ph.D. advisor and their department's director for graduate studies. The specialization consists of either five (5) courses from the lists below, or four (4) courses plus one (1) additional course approved by the curriculum committee. All courses must be taken for a letter grade and ...Brain signal analysis and modelling for Brain-Computer Interfaces (BCI) using machine learning. Brunel University London Department of Electrical and Electronic Engineering. We are recruiting new Doctoral Researchers to our EPSRC funded Doctoral Training Partnership (DTP) PhD studentships starting 1 October 2024.The estimated total pay for a Machine Learning PhD is $163,212 per year in the United States area, with an average salary of $130,717 per year. These numbers represent the median, which is the midpoint of the ranges from our proprietary Total Pay Estimate model and based on salaries collected from our users. The estimated additional …Intel continues to snap up startups to build out its machine learning and AI operations. In the latest move, TechCrunch has learned that the chip giant has acquired Cnvrg.io, an Is...Mar 16, 2021 ... Hello, in this video I share how I became a Machine Learning Engineer without a Computer Science degree or Phd. Here are links to the ...Yes, you can get a PhD in Machine Learning online. The online learning system has seen rapid growth in many academic fields and has given students the opportunity to virtually access the academic curriculum remotely. Many online PhD programs in the United States are accredited and designed with working professionals in …Mar 8, 2017 ... With TensorFlow, deep machine learning transitions from an area of research to mainstream software engineering. In this video, Martin Gorner ... As machine learning researchers, our goal is to understand underlying scientific phenomena and mechanisms, and develop new approaches based on these insights. Our work spans numerous core areas of machine learning, and we work on applications within robotics, speech and language, bioinformatics, vision, health and medicine, neuroscience ... At Northeastern University Khoury College of Computer Sciences, we build on a wide variety of techniques that convert data into knowledge—enabling computer systems to automatically learn from data without being explicitly programmed. Our research runs the gamut from theory and algorithm creation to implementation and end-use applications. In the Computer Science program, you will learn both the fundamentals of computation and computation’s interaction with the world. Your work will involve a wide range of areas including theoretical computer science, artificial intelligence and machine learning, economics and computer science, privacy and security, data-management systems, intelligent interfaces, operating systems, computer ... In the Computer Science program, you will learn both the fundamentals of computation and computation’s interaction with the world. Computer Science is an area of study within the Harvard John A. Paulson School of Engineering and Applied Sciences. Prospective students apply through Harvard Griffin GSAS; in the online application, select ...Oct 21, 2023 · The Machine Learning and Data Science (MLDS) track of the EAS-PhD is committed to training the next generation of machine learning and data science leaders. This track is designed to instill the theoretical knowledge and practical skills necessary for research and discovery in machine learning and data science fields. What companies are hiring for machine learning researcher phd jobs in United States? The top companies hiring now for machine learning researcher phd jobs in United States are University of Alabama at Birmingham , General Motors , Brigham and Women's Hospital (BWH) , Motion Recruitment , Leidos , Apple , Zolon Tech , Johns Hopkins Applied ... A message from Manuela Veloso - Herbert A. Simon University Professor. Machine Learning (ML) is a fascinating field of Artificial Intelligence (AI) research and practice where we investigate how computer agents can improve their perception, cognition, and action with experience. Machine Learning is about machines improving from data, knowledge ... The standalone CSE PhD program is intended for students who plan to pursue research in cross-cutting methodological aspects of computational science. The resulting doctoral degree in Computational Science and Engineering is awarded by CCSE via the the Schwarzman College of Computing. In contrast, the interdisciplinary Dept-CSE PhD …The machine learning (ML) Ph.D. program is a collaborative venture between Georgia Tech's colleges of Computing, Engineering, and Sciences. Approximately 25-30 students enter the program each year …The machine learning (ML) Ph.D. program is a collaborative venture between Georgia Tech's colleges of Computing, Engineering, and Sciences. Approximately 25-30 students enter the program each year …The Machine Learning Department at Carnegie Mellon University is ranked as #1 in the world for AI and Machine Learning, we offer Undergraduate, Masters and PhD programs. Our faculty are world renowned in the field, and are constantly recognized for their contributions to Machine Learning and AI.The machine learning (ML) Ph.D. program is a collaborative venture between Georgia Tech's colleges of Computing, Engineering, and Sciences and is housed in the Machine Learning Center (ML@GT.) The lifeblood of the program are the ML Ph.D. students, and the ML Ph.D. Program Faculty who advise, mentor, and conduct research with these …Stanford’s Susan Athey discusses the extraordinary power of machine-learning and AI techniques, allied with economists’ know-how, to answer real-world business and policy problems. With a host of new policy areas to study and an exciting new toolkit, social science research is on the cusp of a golden age.This Ph.D. program trains students in the application of machine learning to neuroscience by combining core elements of the machine learning Ph.D. program and the Ph.D. in neural computation offered by the Center for the Neural Basis of Cognition. Joint Ph.D. in Statistics and Machine Learning.Jun 2, 2021 ... Synthetic Intelligence Forum is excited to convene a session about "Demystifying Quantum Machine Learning" with Luis Serrano, PhD (Quantum ...Machine learning is based on statistical learning theory, which is still based on this axiomatic notion of probability spaces. This theory was developed in the 1960s and expands upon traditional statistics. ... into probability spaces then I warn you in advance it is pretty heavy in mathematics and is typically only covered in graduate ... The Artificial Intelligence in Medicine (AIM) PhD track, newly developed by the Department of Biomedical Informatics (DBMI) at Harvard Medical School, will enable future academic, clinical, industry, and government leaders to rapidly transform patient care, improve health equity and outcomes, and accelerate precision medicine by creating new AI technologies that reason across massive-scale ... Machine learning algorithms have revolutionized various industries by enabling computers to learn and make predictions or decisions without being explicitly programmed. These algor...4,734 Machine learning phd jobs in United States. Most relevant. Sonder Research X. Machine Learning Engineer. North Brunswick, NJ. USD 115K (Employer est.) Easy Apply. You will also play a key role in shaping the interface through which non-technical users access these powerful AI-driven image analysis tools.…. 24d.Mar 10, 2017 ... Deep learning has already revolutionized machine learning research, but it hasn't been broadly accessible to many developers.In today’s fast-paced world, many nursing professionals are seeking advanced degrees to further their career and expand their knowledge in the field. One popular option is pursuing...Machine learning (ML) is a fast-growing and exciting field that combines computer science, mathematics, and statistics to create intelligent systems that can learn from data and make predictions ...Intranet. The goal of our research in artificial intelligence and machine learning is to understand, represent, model, learn and reason about problems in the real world. We create AI technologies that benefit society and increase social awareness. The theoretical methods we develop and employ span all varieties of deep learning, classical ...Machine Learning PhD Applications — Everything You Need to Know. I studied in depth how to be successful in my PhD applications and it paid off: I got admitted to Stanford, University of Washington, UCL, CMU, and NYU. This blog post is a mish-mash of how to proceed in your PhD applications from A to Z. It discusses what is important and …About. The UW Department of Statistics now offers a PhD track in the area of Machine Learning and Big Data. All incoming and current students are eligible to apply. The goal of the PhD track is to prepare students to tackle large data analysis tasks with the most advanced tools in existence today, while building a strong methodological foundation.Mar 16, 2021 ... Hello, in this video I share how I became a Machine Learning Engineer without a Computer Science degree or Phd. Here are links to the ... The Artificial Intelligence in Medicine (AIM) PhD track, newly developed by the Department of Biomedical Informatics (DBMI) at Harvard Medical School, will enable future academic, clinical, industry, and government leaders to rapidly transform patient care, improve health equity and outcomes, and accelerate precision medicine by creating new AI technologies that reason across massive-scale ... These 100 Machine Learning PhD viva questions cover a wide range of topics and concepts in Machine Learning, from basic concepts such as linear regression and decision trees, to more advanced topics such as deep learning, natural language processing, and image recognition. By preparing for these questions, you will be well …Looking for ways to increase your business revenue this summer? Get a commercial shaved ice machine. Here are some of the best shaved ice machines. If you buy something through our...Welcome new ML students! July 10-15. Suvrit Sra lecturing at the PKU Applied Math Summer School (Beijing, China), on Optimization for Machine Learning: Convex and Nonconvex. Aug 24. Stefanie Jegelka holding a bootcamp lecture at the Simons Institute, Berkeley on Continuous methods for Discrete Optimization. Jun 27. Edinburgh, Scotland, United Kingdom. Ph.D. Deep Learning Based Super Resolution. Cranfield University. Cranfield, England, United Kingdom. This page shows a selection of the available PhDs in United Kingdom. If you're interested in studying a Machine Learning degree in United Kingdom you can view all 18 PhDs. The Statistics and Machine Learning cohort-based training programme is a four-year DPhil research programme (or eight years if studying part-time). It will train the next generation of researchers in statistics and machine learning, who will develop widely-applicable novel methodology and theory and create application-specific methods, leading ...Faculty. ML Ph.D. Program Faculty can advise students in the ML Ph.D. program no matter what homeschool the student is affiliated with. Faculty members on this list can also serve on a qualifications committee. If you are an ML Ph.D. student looking for an advisor, please contact one of the faculty members listed on this page. PhD opportunities. We have opportunities available for PhD research in the areas of Data Science, Data Mining, Machine Learning and Deep Neural Networks, among others. Our students are supported by a range of scholarships and top-ups and receive travel support during their study. For more general information, read about the Graduate Research ... You will work alongside the world’s leading engineers and researchers to solve some of the most exciting and massive social data and prediction problems that exist on the web. Research Scientist, Machine Learning (PhD) Responsibilities. Develop highly scalable classifiers and tools leveraging machine learning, regression, and rules-based models.Stanford’s Susan Athey discusses the extraordinary power of machine-learning and AI techniques, allied with economists’ know-how, to answer real-world business and policy problems. With a host of new policy areas to study and an exciting new toolkit, social science research is on the cusp of a golden age.Machine Learning PhD students will be required to complete courses in four different areas: Mathematical Foundations, Intermediate Statistics, ML Theory and Methods, Data Models, and Optimization. Area electives (5 courses, 15 hours). In addition to meeting the four core area requirements, each student is required to complete five elective courses.In today’s digital age, businesses are constantly seeking ways to gain a competitive edge and drive growth. One powerful tool that has emerged in recent years is the combination of...The doctoral program spans from foundational aspects, including computational methods, machine learning, mathematical models and statistical analysis, to applications in data science. ... The goal of the preliminary assessment examination is to assess students’ preparation for pursuing a PhD in data science, in terms of core knowledge and ...PhD position in theoretical chemistry ( machine learning potentials) at Ruhr University Bochum/Germany. machine learning potentials for supramolecular metallacages and enzymes. Efficient and accurate potentials will be developed and applied to study confinement effects in metal-containing systems, such as.The PhD in Machine Learning is an interdisciplinary doctoral program spanning three colleges (Computing, Engineering, Sciences). Students are admitted through one of nine participating home schools: Computer Science (Computing) Contact SCS. Computational Science and Engineering (Computing) Contact CSE.The PhD fellowships in Machine Learning and AI were created to celebrate the contributions of students pursuing cutting-edge fundamental and applied machine learning research worldwide. ... As AI-based solutions spread across disciplines, the need for domain experts to understand machine learning and apply their expertise in ML settings grows ...Jul 7, 2023 ... Link alla Live completa: https://youtube.com/live/BzzrwWIv9wo La nostra Piattaforma: https://datapizza.tech/landing Buon ascolto!The Artificial Intelligence in Medicine (AIM) PhD track, newly developed by the Department of Biomedical Informatics (DBMI) at Harvard Medical School, will enable future academic, clinical, industry, and government leaders to rapidly transform patient care, improve health equity and outcomes, and accelerate precision medicine by creating new AI technologies … The Machine Learning Department at Carnegie Mellon University is ranked as #1 in the world for AI and Machine Learning, we offer Undergraduate, Masters and PhD programs. Our faculty are world renowned in the field, and are constantly recognized for their contributions to Machine Learning and AI. In the Computer Science program, you will learn both the fundamentals of computation and computation’s interaction with the world. Your work will involve a wide range of areas including theoretical computer science, artificial intelligence and machine learning, economics and computer science, privacy and security, data-management systems, …A focus on probability and statistics, machine learning, data mining and data engineering is complemented by computing and industrial engineering-specific courses to ensure breadth and depth in data science and computing and industrial engineering. ... Data science, analytics and engineering, PhD: Both a written and an oral comprehensive ...The PhD in Machine Learning is for current or experienced professionals in a field related to machine learning, artificial intelligence, computer science, or data analytics. Students will pursue a deep proficiency in this area using interdisciplinary methodologies, cutting-edge courses, and dynamic faculty. ... Machine Learning (Ph.D.) Course Description and Catalog. The curriculum for the PhD in Machine Learning is truly multidisciplinary, containing courses taught in eight schools across three colleges at Georgia Tech: the Schools of Computational Science and Engineering, Computer Science, and Interactive Computing in the College of Computing; the ... Intel continues to snap up startups to build out its machine learning and AI operations. In the latest move, TechCrunch has learned that the chip giant has acquired Cnvrg.io, an Is...The Machine Learning Department at Carnegie Mellon University is ranked as #1 in the world for AI and Machine Learning, we offer Undergraduate, Masters and PhD programs. Our faculty are world renowned in the field, and are constantly recognized for their contributions to Machine Learning and AI.In many ways, the PhD program is the cornerstone of Computer Science at Boston University. Our PhD students serve some of the most central roles of our department, from pursuing sponsored research together with supervising faculty members as Research Assistants, to serving as Teaching Fellows in support of our undergraduate and graduate …Ph.D. Program: AI: 1 Machine learning and data mining: 1. Master's Program: AI: 1 Machine learning and data mining: 1. Towards AI ranks the Machine Learning Department as the best educational research institution for machine learning graduate programs, both for Ph.D. and master's in machine learning. U.S. News Report. AI: 1.The PhD in Machine Learning is for current or experienced professionals in a field related to machine learning, artificial intelligence, computer science, or data analytics. Students will pursue a deep proficiency in this area using interdisciplinary methodologies, cutting-edge courses, and dynamic faculty. [email protected]. Deep Learning, Machine Learning Theory. Chau, Polo. Associate Professor / Associate Director, ML@GT / Associate Director, Master of Science in Analytics. College of Computing / CSE. [email protected]. Deep Learning, Ethics and Fairness, Artificial Intelligence, Information Security. While we do not require a specific undergraduate coursework, it is important that applicants have strong quantitative and analytical skills; a Bachelor's degree in Computer Science is not required. Any questions about the admissions eligibility should be directed to [email protected]. Department of Computer Science. The Artificial Intelligence in Medicine (AIM) PhD track, newly developed by the Department of Biomedical Informatics (DBMI) at Harvard Medical School, will enable future academic, clinical, industry, and government leaders to rapidly transform patient care, improve health equity and outcomes, and accelerate precision medicine by creating new AI technologies that reason across massive-scale ... As machine learning researchers, our goal is to understand underlying scientific phenomena and mechanisms, and develop new approaches based on these insights. Our work spans numerous core areas of machine learning, and we work on applications within robotics, speech and language, bioinformatics, vision, health and medicine, neuroscience ... Tengyu Ma Tengyu Ma is an Assistant Professor of Computer Science and Statistics at Stanford University. His research interests broadly include topics in machine learning and algorithms, such as non-convex optimization, deep learning and its theory, reinforcement learning, representation learning, distributed optimization, convex relaxation (e.g. sum …May 29, 2022 · Machine learning PhD graduates earn a highly favorable salary because a PhD is the highest degree level someone can earn. As stated above, PayScale does not list the average salary of a machine learning PhD graduate, but it notes that the average salary of an AI PhD graduate is $115,000. Josh Starmer is the person behind the popular YouTube channel, “StatQuest with Josh Starmer.” Since 2016, Josh has used an innovative and unique visual style to clearly explain Statistics, Data Science and Machine Learning concepts and algorithms to curious people all over the world.The PhD provides what the MS does plus a research in the background of machine learning (probably not applicable to most jobs). The PhD really doesn't offer significantly more in a practical sense. The PhD can still get the job, but the advantage the PhD has over the MS is much smaller than the MS over the BS.

JHU Machine Learning Group. As the first research university in the United States, Johns Hopkins University has long cultivated a fundamentally interdisciplinary culture, fostering collaborations between the different divisions of the university. Our machine learning community reflects that vision by developing new methods in core machine .... Partitio

machine learning phd

The PhD in Machine Learning is for current or experienced professionals in a field related to machine learning, artificial intelligence, computer science, or data analytics. Students will pursue a deep proficiency in this area using interdisciplinary methodologies, cutting-edge courses, and dynamic faculty.Data Science Intern, Summer 2024. Edwards Lifesciences. Irvine, CA 92614. ( San Joaquin Marsh area) $54,000 - $72,000 a year. Full-time + 1. Conduct advanced research and engineering for machine learning (ML) solutions for healthcare-related topics to support the development of a machine learning….The Machine Learning Department at Carnegie Mellon University is ranked as #1 in the world for AI and Machine Learning, we offer Undergraduate, Masters and PhD programs. Our faculty are world renowned in the field, and are constantly recognized for their contributions to Machine Learning and AI. The Joint PhD Program in Machine Learning and Statistics is aimed at preparing students for academic careers in both CS and Statistics departments at top universities or industry. The student must be advised by a faculty from the home department along with a Core Faculty member from the joint department as a co-mentor. The Machine Learning Department at Carnegie Mellon University is ranked as #1 in the world for AI and Machine Learning, we offer Undergraduate, Masters and PhD programs. Our faculty are world renowned in the field, and are constantly recognized for their contributions to Machine Learning and AI.Looking for ways to increase your business revenue this summer? Get a commercial shaved ice machine. Here are some of the best shaved ice machines. If you buy something through our...Learn how to apply for graduate study in CSE, what the key deadlines are, and how funding works for your degree program of interest. View this section > Current student information. Learn about the services offered by the Graduate Programs Office, what you need to do as part of your degree progress, and additional funding opportunities.The Machine Learning and Data Science (MLDS) track of the EAS-PhD is committed to training the next generation of machine learning and data science leaders. This track is designed to instill the theoretical knowledge and practical skills necessary for research and discovery in machine learning and data science fields. The track inherits …Machine learning has revolutionized the way we approach problem-solving and data analysis. From self-driving cars to personalized recommendations, this technology has become an int...293 Machine learning phd intern jobs in United States. Most relevant. Genentech. 4.2. Principal/Senior Scientist (Artificial Intelligence/Machine Learning - Foundational Machine Learning Research for Biology) South San Francisco, CA. PhD or equivalent experience in machine learning or a related quantitative field (e.g. Computer Science ... This includes a cumulative list of requirements to be completed in order for students to confer their PhD degree in Computer Science. For any questions related to CS PhD milestone requirements, please email [email protected]. Note: A student may go to TGR status after all the Ph.D. requirements above have been completed, and ... Machine Learning (Ph.D.) Course Description and Catalog. The curriculum for the PhD in Machine Learning is truly multidisciplinary, containing courses taught in eight schools across three colleges at Georgia Tech: the Schools of Computational Science and Engineering, Computer Science, and Interactive Computing in the College of … Edinburgh, Scotland, United Kingdom. Ph.D. Deep Learning Based Super Resolution. Cranfield University. Cranfield, England, United Kingdom. This page shows a selection of the available PhDs in United Kingdom. If you're interested in studying a Machine Learning degree in United Kingdom you can view all 18 PhDs. Colleges and universities may offer graduate students in certain disciplines a stipend. The Internal Revenue Service defines an educational stipend as a fixed amount of money paid ...Machine learning models for agricultural nitrogen simulation. The University of Melbourne is a public research university located in Melbourne, Australia. It was founded in 1853 The university is a member of the prestigious Group of Eight, a coalition of leading research-intensive universities in Australia, and is consistently ranked among the ...PhD and PostDoc Positions in 3D Machine Learning / 3D Vision (Prof. Dai) learning, and computer graphics. The positions are fully-funded with payments and benefits according to German public service positions (TV-L E13, 100% for PhDs and TV-L E14, 100% for PostDocs; 45k – 57k.Data Science Intern, Summer 2024. Edwards Lifesciences. Irvine, CA 92614. ( San Joaquin Marsh area) $54,000 - $72,000 a year. Full-time + 1. Conduct advanced research and engineering for machine learning (ML) solutions for healthcare-related topics to support the development of a machine learning….While shaping the idea of your data science project, you probably dreamed of writing variants of algorithms, estimating model performance on training data, and discussing predictio... The Graduate Certificate Program in Statistics and Machine Learning is designed to formalize the training of students who contribute to or make use of statistics and machine learning as a significant part of their degree program. In addition, it serves to recognize the accomplishments of graduate students across the University who acquire ... The top companies hiring now for machine learning graduate jobs in United Kingdom are Citadel Securities, Citadel Enterprise Americas, Manchester Airport, UST, RPS Group, BNP Paribas, Allianz UK, Frontier Economics, Rowden, Last Mile Group. 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