As long as your proposal follows the instructions above and the project seems to have been thought out with a reasonable However, the project need to focus on model performance and achieve a high leaderboard score to receive high grades. with a company, please understand you will need to follow the IP policy here. We will allow for extra pages containing only references. Read and view relevant articles and presentations stemming from our collaborations using the button below. The final report will be judged based off of the clarity of the report, the relevance of the project to topics taught in CS229, the novelty of the problem, and the technical quality and significance of the work. Design Process. Koller and Friedman. The Library AI initiative is a program to identify, design, and enact applications of artificial intelligence that will help us make our rich collections more easily discoverable, accessible, and analyzable. We work with the Stanford AI Lab to provide students a hands-on experience with real, significant research projects. Support Lucile Packard Children's Hospital Stanford and child and maternal health. Clinical researchers at Stanford Medicine are now using AI technologies to help you with another kind of relationship, the one with your doctor. The program also aims to build a close-knit community and encourage interest among underrepresented populations in the field. you might also look at some recent machine learning research papers. Artificial intelligence (AI) research is routinely criticized for failing to account for its long-term societal impacts. You can write it as if you're writing the first few pages of your final project report, so that you can re-use most of the milestone text in your final report. ), Significance. Note: We will expect your final writeup to be on the same topic as your milestone. Finally, looking at class projects from previous years is a good way to get ideas. at least a week in advance of the final submission deadline. in contributions and evaluations when assigning project grades. If you choose to collaborate Start or advance your journey in AI through a pre-college AI program for high school students. We may reach out and factor Previous ML/AI research experience would be a plus but is not required. We will be grading posters on the poster quality and clarity and the technical content of the poster. 1 or 2), so keep in mind that all projects require to spend a decent minimum effort towards gathering data, and setting up the infrastructure to reach some form of result. You should make sure that you follow all the guidelines and requirements for the CS229 project (in addition to the requirements of the other class). You must submit a written proposal for a 4-person project to co-head TA Michael Zhu, which has to be approved. Thus, for example, you should not spend two pages explaining what logistic regression is. Co-designed the "NLP in Medicine" workshop for the 58th Annual Meeting of the Association for Computational Linguistics in July 2020, and now working together to explore areas and ideas for broader study and development with Amazon, Identifying high value projects to advance AI and ML solutions to critical challenges in primary care and mentoring physician innovators through the AAFP Primary Care Innovation Fellowship, Studying the feasibility and acceptability of a medical analytics platform powered by machine learning and natural language processing to deliver capabilities spanning population health, cohort discovery, predictive analytics, remote patient monitoring, and clinical decision support with Codex Health, Assessing the current landscape of remote patient monitoring tools and technologies to determine the key features of success and needs that remain unmet, Co-designed and conducted a survey with DeepScribe to explore provider experiences and attitudes towards emerging technologies that aim to assist providers by automating certain aspects of clinical documentation, Exploring the utility and promise of applying AI to healthcare, including technology-enabled documentation and tools to support care delivery with Google Health, Designing and assessing the feasibility and acceptability of a health AI marketplace platform that streamlines the AI deployment pipeline for health systems, Developing a national telemedicine curriculum for medical students, residents, and teaching clinicians as part of STFM's National Telemedicine Task Force, Read this article and this paper to learn more about this project, Assessing the feasibility and efficacy of detecting stress in family medicine practitioners through desktop computer interactions with CARS, Implementing a predictive mortality model to enable patient selection for end of life advance care planning discussions and increase the incidence of documented conversations at Stanford Health Care with BMIR, Read this article and this paper to learn more about this project, Developing AI-driven clinical order recommendations for primary care physicians to tee up appropriate and efficient specialty care consultations, Studying the feasibility of developing an AI algorithm that can predict depression and anxiety based on audio and visual cues captured from a recording of the person with CERC, Advising a project assessing the feasibility and acceptability of leveraging at-home voice applications to assist patients with insulin-dependent diabetes management remotely, Completed a comprehensive environmental scan, a literature review, and key informant interviews to explore the use of AI in pre-visit planning with the ESU, Collaborating with MCiM - a master's program for working professionals seeking to harness the power of digital innovations in healthcare - to provide a management-focused educational experience and foster digitally-driven excellence in healthcare, Developing high-performance open source clinical identification tools that enable researchers around the world to use clinical text for AI-driven applications while preserving patient privacy with Research IT, Implementing a predictive model for clinical deterioration in the inpatient acute care setting to reduce unexpected escalations to the intensive care units and mortality at Stanford Health Care and Valley Care, Read this article to learn more about this project, Collaborating with SMCI as active affiliate faculty and guest lecturers in order to foster a culture of continuous improvement across Stanford Medicine, Lucile Packard Children's Hospital Stanford. From idea to invention! We’ll announce when submissions are open for each part. No, but please explicitly state the work which was done by team members enrolled in CS229 in your milestone and final report. Similar to to the proposal, it should include. Nathan K. Product Designer. Intended experiments: What experiments are you planning to run? If you plan to work on a project in a team of 4, please come talk to one of the TAs beforehand so we can ensure that the project has a large enough scope. about! Stanford AI4ALL aims to increase diversity in the field of Artificial Intelligence. STACY PEÑA December 7, 2020 Today Stanford HAI announced it has awarded more than $2.5 million dollars in seed grants to fund interdisciplinary artificial intelligence (AI) research at Stanford University that aims to improve the human condition. and the NIPS deadline is usually in early June (http://nips.cc/). plan, you should do well on the proposal. For group-specific questions regarding projects, please create a private post on Piazza. The project proposal is mainly intended to make sure you decide on a project topic and get feedback from TAs early. ), The novelty of the work. Projects & innovations. No, the final report will be submitted via Gradescope. Please include a section that describes what each team member worked on and contributed to the project. Thus, for inspiration, If you do not want your write-up to be posted online, then please create a private Piazza post Reinforcement Learning: An … A very good CS229 project will be a publishable or nearly-publishable piece of work. Are the things tried reasonable? The term project is 40% of the final grade. ML/AI background: You have a solid background in probability and linear algebra, and have done well in AI/ML coursework. We recommend teams of 3 students, while teams sizes of 1 or 2 are also acceptable. Are the proposed algorithms or applications clever and interesting? Learn from Stanford alumni and graduate students specializing in AI, who work with students in small groups. So, pick something that you can get excited and passionate Once you have identified a topic of interest, it can be useful to look up existing research on relevant topics by searching related keywords on an academic search engine such as: http://scholar.google.com. encourage you to collaborate with non-Stanford people for the course project due to potential IP implications (Stanford owns the IP for all technology that’s developed as a result of course projects). Most students do one of three kinds of projects: Many fantastic class projects come from students picking either an application area that they're interested in, or picking some subfield of machine learning that they want to explore more. 2019-20 AIMI Seed Grant Projects The AIMI Seed Grant program seeks to stimulate and support the creation of innovative and high-impact ideas that will advance the fields of medicine & imaging. Any programming language is allowed for the project. A team can have both on-campus and SCPD students. Current AI systems lack flexibility and contextual understanding, and resist explanation in terms comprehensible by humans. We analyzed our data gathered through interviews and derived key insights and inferences. read more. Siddharth K. Web Developer. One of CS229's main goals is to prepare you to apply machine learning algorithms to real-world tasks, or to leave you well-qualified to start machine learning or AI research. In a three-person team this can be shared much better, In exceptional cases, we can allow a team of 4 people. Do the authors convey novel insight about the problem Using datasets on Kaggle is allowed. You should have tried at least one baseline. During this three-week residential program, students are immersed in AI through a combination of lectures, hands-on research projects, field trips, and mentoring activities. Here is a short list of these projects. For shared projects, we also require that you submit the final report from the So, if you'd like to combine your CS229 project with a class X but class X's policies Final project writeups can be at most 5 pages long (including appendices and figures). We still expect a solid methodology and discussion of results, so pace your project accordingly. Please refer to the course schedule page for information about deadlines. more than a one-person team would. We will post more details about each each on the website and on Piazza. (Did the authors choose an interesting or a “real" problem to work on, or only a small “toy" problem? 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. Alternatively the teams can coordinate to make sure they work on different You can find papers from the recent ICML https://icml.cc/Conferences/2019/Schedule and NeurIPS conference https://neurips.cc/Conferences/2019/Schedule. We don't require you to share the dataset either as long as you can accurately describe it in the Final Report. Based off of the topic you choose in your proposal, we’ll suggest a project mentor given the areas of expertise of the TAs. Support teaching, research, and patient care. The milestone will help you make sure you're on track, and should describe what you've accomplished so far, and very briefly say what else you plan to do. Of course, depending on the topic of That said, you can always consult a TA you are unsure about any method or problem statement. don't allow for it, you cannot do it. Artificial Intelligence: A Modern Approach. Since its birth in 1956, the AI dream has been to build systems that exhibit broad-spectrum competence and intelligence. Explore our projects studying the implementation of AI technologies in healthcare to support patients, providers, and health systems ... November 17 marks the launch of the Stanford Healthcare AI Applied Research Team (HEA 3 RT) and Simulation Lab in Redwood City. (Is this project applying a common technique to a well-studied problem, or is the problem or method relatively unexplored?). Environmental Education. https://icml.cc/Conferences/2019/Schedule, https://neurips.cc/Conferences/2019/Schedule. In particular, we expect the team to submit a completed project (even for team of 2021 STFM Conference on Medical Education. The category can be one of: Your proposal should be a PDF document, giving the title of the project, the project category, the full names of all of your team members, the SUNet ID of your team members, and a 300-500 word description of what you plan to do. Note: Only one group member is supposed to submit the assignment, and tag the rest of the group members (do not all submit separately, or on the flip side forget to tag your teammates if you are the group's designated submitter). professor) had advised you on this work, your write-up must fully acknowledge their contributions. Alternatively, if you're already working If you have any concerns working with one of Late days cannot be used for the project. Probabilistic Graphical Models. Two of the main machine learning conferences are ICML and NIPS. About. We propose an Ethics Review Board (ERB), a process for providing feedback to researchers as a precondition to receiving funding from a major on-campus AI institute. This course will introduce you to mixed signal design and the electronic design automation (EDA) tools used for it. Covers factor graphs and Bayesian networks (this is the textbook for CS228). JC L. App Developer. By helping patients seek care earlier, artificial conversational agents can help reduce health care costs and improving care. Needfinding. This is to make sure team members are carrying a fair share of the work for projects. Next steps: Given your preliminary results, what are the next steps that you're considering? Prerequisites: Students should be interested in AI research/applications, and be interested in technical and human-centric implications of AI applications. Method: What machine learning techniques are you planning to apply or improve upon? Each team should prepare a poster, and we ask that you submit a PDF of your poster by the deadline. GloVe is an unsupervised learning algorithm for obtaining vector representations for words. Students who will benefit the most from this class have previous exposure to AI through projects, and/or related coursework (e.g. As long as your milestone follows the instructions above and you seem to have tested any assumptions which might prevent your Preliminary experiments: Describe the experiments that you've run, the outcomes, and any error analysis that you've done. Projects. We generally don’t With a host of new policy areas to study and an exciting new toolkit, socialscience research is on the cusp of a golden age. We are partnering with teams within Stanford and beyond to further our understanding of VR’s role in the healthcare industry. Sutton and Barto. In the proposal, below your project title, include the project category. We will announce on Piazza once this is finalized. We know that most students work very hard on the final data yourself, keep in mind that this is only one part of the expected project work, but can often take considerable time. After the class, we will also post all the final writeups online so that you can read about each other's work. Stanford has established the AIMI Center to develop, evaluate, and disseminate artificial intelligence systems to benefit patients. Russell and Norvig. You should submit on Gradescope as a group: that team from completing the project, you should do well on the milestone. The team size will be taken under consideration when evaluating the scope of the project in breadth and depth, meaning that a three-person team is expected to accomplish Please read below for a description of our ongoing medical VR projects. More about us. class you're sharing the project with. statistics, CS221, CS229, CS … Your milestone should include the full names of all your team members and state the obtain data and preprocessing data, which Kaggle challenges provide you well-defined problems and organized dataset at the start. Read and view relevant articles and presentations stemming from our collaborations using the button below. Download; Point of View. into your final project. The milestone is mostly intended to get feedback from TAs to make sure you’re making reasonable progress. The Library AI initiative is a program to identify, design, and enact applications of artificial intelligence that will help us make our rich collections more easily discoverable, accessible, and analyzable. If you did this work in collaboration with someone else, or if someone else (such as another For example, Stanford students should have taken CS229 before applying. For shared projects, we also require that you submit the final report from the class you're sharing the project with. No, we don't restrict you to only use methods/topics/problems taught in class. problems. If that data needs considerable pre-processing  to suit your task, or that you intend to collect the needed Please first have a look through the frequently asked questions. A paper published in … and/or algorithms? Below is a list of our ongoing collaborations with both internal and external organizations working on healthcare AI implementations. One of CS229's main goals is to prepare you to apply machine learning algorithms to real-world tasks, or to leave you well-qualified to start machine learning or AI research. Stanford Center for AI Safety researchers will use and develop open-source software, and it is the intention of all Center for AI Safety researchers that any software released will be released under an open source model, such as BSD. Communication: We will use Piazza for all communications, and will send out an access code through Canvas.We encourage all students to use Piazza, either through public or private posts. Method: What machine learning techniques have you tried and why? If you have any concerns working with one of your project teammates, please create a private Piazza post. This is just a recommendation; feel free to speak with other TAs as well. Working in teams, you will create a chip with a digital deep neural network (DNN) accelerator and a small analog block using a modern design flow and EDA tools. Matt S. Creative Director. Motivation: What problem are you tackling? full title of your project. During this three-week online program, students are immersed in AI through a combination of lectures, hands-on research projects, and mentoring activities. These software algorithms are empowering your physician to deliver better, faster and more personalized medical advice to you. Like many forward-thinking doctors, Ron Li, MD, clinical assistant professor of hospital medicine and biomedical informatics, believes that AI and machine learning have an important place in the future of medicine. Stanford AI4ALL aims to increase diversity in the field of Artificial Intelligence. Medical School Office Building (MSOB) 1265 Welch Road, Room X-335, MC 5464 Stanford, CA 94305-5479 Phone: (650) 497-0945 | Fax: (650) 497-1990 The Stanford Data Science Initiative aims to make Stanford a data enabled university. Notes on a few specific types of projects: This section contains the detailed instructions for the different parts of your project. Each year, some number of students continue working on their projects after completing CS229, submitting their work to a conferences or journals. results and discussion. If you're looking for project ideas, please come to office hours, and we'd be happy to brainstorm and suggest some project ideas. 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Program, students are immersed in AI, who work with the Stanford data Initiative! A very good CS229 project will be grading posters on the same topic as your milestone should include follow. Physician to deliver better, faster and more stanford ai projects medical advice to you members are carrying a fair of! A pre-college AI program for high school students derived key insights and inferences 2021 stanford ai projects researchers combine and... And mentoring activities topic of interest team can have both on-campus and SCPD students choose to with! Number of students continue working on healthcare AI implementations I.e., Does technical... Class you 're excited about: you have the required permissions to use it good CS229 project will be publishable!