For shared projects, we also require that you submit the final report from the class you're sharing the project with. January 11, 2021 Stanford researchers combine processors and memory on multiple hybrid chips to run AI on battery-powered smart devices. ML/AI background: You have a solid background in probability and linear algebra, and have done well in AI/ML coursework. A team can have both on-campus and SCPD students. class you're sharing the project with. Preliminary experiments: Describe the experiments that you've run, the outcomes, and any error analysis that you've done. If that data needs considerable pre-processing  to suit your task, or that you intend to collect the needed This course will introduce you to mixed signal design and the electronic design automation (EDA) tools used for it. The Stanford Artificial Intelligence Laboratory (SAIL) has been a center of excellence for Artificial Intelligence research, teaching, theory, and practice since its founding in 1962. Another important aspect of designing your project is to identify one or several datasets suitable for your topic of interest. at least a week in advance of the final submission deadline. You can find papers from the recent ICML https://icml.cc/Conferences/2019/Schedule and NeurIPS conference https://neurips.cc/Conferences/2019/Schedule. Your first task is to pick a project topic. about! team from completing the project, you should do well on the milestone. That said, you can always consult a TA you are unsure about any method or problem statement. 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. Do the authors convey novel insight about the problem From idea to invention! Matt S. Creative Director. Stanford AI4ALL aims to increase diversity in the field of Artificial Intelligence. 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. Please refer to the course schedule page for information about deadlines. 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. 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. “The future of AI must be informed by experts from a range of disciplines, working together with a shared purpose to guide the technology towards greater public good,” said Deep Ganguli, Director of Research for Stanford HAI. Clinical researchers at Stanford Medicine are now using AI technologies to help you with another kind of relationship, the one with your doctor. projects, and so we are extremely careful to give each writeup ample attention, and read and try very hard to understand everything you describe in it. Is this an application or a theoretical result? The final project is intended to start you in these directions. Sutton and Barto. In a three-person team this can be shared much better, Read and view relevant articles and presentations stemming from our collaborations using the button below. Please write the milestone (and final report) keeping Final project writeups can be at most 5 pages long (including appendices and figures). This is just a recommendation; feel free to speak with other TAs as well. If you have any concerns working with one of professor) had advised you on this work, your write-up must fully acknowledge their contributions. Siddharth K. Web Developer. Reinforcement Learning: An … Please first have a look through the frequently asked questions. with a company, please understand you will need to follow the IP policy here. You should have tried at least one baseline. 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. However, if you have an issue that you would like to discuss privately, you can also email us at cs221-win2021-staff-private@lists.stanford.edu, which is read by only the faculty, head CA, and student liaison. JC L. App Developer. plan, you should do well on the proposal. If you choose to collaborate Method: What machine learning techniques have you tried and why? Note: We will expect your final writeup to be on the same topic as your milestone. The Partnership in AI-Assisted Care (PAC) is an interdisciplinary collaboration between the School of Medicine and the Computer Science department focusing on cutting edge computer vision and machine learning technologies to solve … After the class, we will also post all the final writeups online so that you can read about each other's work. results and discussion. As long as your proposal follows the instructions above and the project seems to have been thought out with a reasonable Each year, some number of students continue working on their projects after completing CS229, submitting their work to a conferences or journals. 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. However, the project need to focus on model performance and achieve a high leaderboard score to receive high grades. Current Projects Below is a list of our ongoing collaborations with both internal and external organizations working on healthcare AI implementations. For example, Stanford students should have taken CS229 before applying. 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 If you're looking for project ideas, please come to office hours, and we'd be happy to brainstorm and suggest some project ideas. With a host of new policy areas to study and an exciting new toolkit, socialscience research is on the cusp of a golden age. About. … We don't mind you using a dataset that is not public, as long as you have the required permissions to use it. Please include a link to a Github repository or zip file with the code for your final project. For shared projects, we also require that you submit the final report from the We’ll announce when submissions are open for each part. Design Process. and the NIPS deadline is usually in early June (http://nips.cc/). This project analyzes how Siri, Google Now, S Voice, and Cortana respond to mental health, interpersonal violence, and physical health questions from a mobile phone user. 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. 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. Based off of the topic you choose in your proposal, we’ll suggest a project mentor given the areas of expertise of the TAs. Projects will be evaluated based on: In the project proposal, you'll pick a project idea to work on early and receive feedback from the TAs. 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). Nathan K. Product Designer. If you do not do this, you can submit a regrade request and we will fix it, but we will also deduct 1 point. The final project is intended to start you in these directions. So, if you'd like to combine your CS229 project with a class X but class X's policies Similar to to the proposal, it should include. 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. is, for each part, please make one submission for your entire project group and tag your team members. ), The novelty of the work. No, we don't restrict you to only use methods/topics/problems taught in class. Download; Point of View. So, pick something that you can get excited and passionate Previous ML/AI research experience would be a plus but is not required. In particular, we expect the team to submit a completed project (even for team of 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. Please include a section that describes what each team member worked on and contributed to the project. 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. Current AI systems lack flexibility and contextual understanding, and resist explanation in terms comprehensible by humans. This is the third year HAI has distributed seed grants across the university to fund new, ambitious, and speculative ideas with the Artificial intelligence (AI) research is routinely criticized for failing to account for its long-term societal impacts. You should submit on Gradescope as a group: that Ultimately we need to develop machine intelligence that understands human language, emotions, intentions, behaviors, and interactions at multiple scales. You cannot turn in an identical project for both classes, but you can share common infrastructure/code base/datasets across the two classes. Projects & innovations. 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. We don't require you to share the dataset either as long as you can accurately describe it in the Final Report. Here is a short list of these projects. Late days cannot be used for the project. The milestone is mostly intended to get feedback from TAs to make sure you’re making reasonable progress. Motivation: What problem are you tackling? Be brave rather than timid, and do feel free to propose ambitious things that you're excited about. Projects. It is okay if two teams end up working on the same project as long as they don’t coordinate to do so, in order to not be biased in the way they tackle the problem. don't allow for it, you cannot do it. A comprehensive reference for all the AI topics that we will cover. Below is a list of our ongoing collaborations with both internal and external organizations working on healthcare AI implementations. 559 Nathan Abbott Way Stanford Law School Stanford, CA 94305 How do you plan to evaluate your machine learning algorithm? 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 (Did the authors choose an interesting or a “real" problem to work on, or only a small “toy" problem? 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. you might also look at some recent machine learning research papers. 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. 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). Submission: We’ll be using Gradescope for submission of all four parts of the final project. In the proposal, below your project title, include the project category. Russell and Norvig. Environmental Education. 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. The reason we encourage students to form teams of 3 is that, in our experience, this size usually fits best the expectations for the CS229 projects. You do not have to include the data or additional libraries (so if you submit a zip file, it should not exceed 5MB). in contributions and evaluations when assigning project grades. 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. Stanford has established the AIMI Center to develop, evaluate, and disseminate artificial intelligence systems to benefit patients. We will allow for extra pages containing only references. Thus, for inspiration, We work with the Stanford AI Lab to provide students a hands-on experience with real, significant research projects. For group-specific questions regarding projects, please create a private post on Piazza. We may reach out and factor your project teammates, please create a private Piazza post. Your milestone should be at most 3 pages, excluding references. on a research or industry project that machine learning might apply to, then you may already have a great project idea. A very good CS229 project will be a publishable or nearly-publishable piece of work. 2021 STFM Conference on Medical Education. data yourself, keep in mind that this is only one part of the expected project work, but can often take considerable time. Covers factor graphs and Bayesian networks (this is the textbook for CS228). 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). Alternatively, if you're already working Any programming language is allowed for the project. Researchers at Stanford have developed hardware that can run AI tasks quickly and energy-efficiently by harnessing special-built chips. The program also aims to build a close-knit community and encourage interest among underrepresented populations in the field. ), Significance. More about us. This is to make sure team members are carrying a fair share of the work for projects. Please read below for a description of our ongoing medical VR projects. We will not be disclosing the breakdown of the 40% that the final project is worth amongst the different parts, but the poster and final report will combine to be the majority of the grade. Two of the main machine learning conferences are ICML and NIPS. By helping patients seek care earlier, artificial conversational agents can help reduce health care costs and improving care. obtain data and preprocessing data, which Kaggle challenges provide you well-defined problems and organized dataset at the start. Is this work likely to be useful and/or have impact? 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. After CS229, if you want to submit your work to a machine learning conference, the ICML deadline will probably be in early February next year (http://icml.cc), The Initiative advances data science methods and tools, and weaves them into the fabric of the university, to effectively respond to our most pressing societal and scientific challenges. Probabilistic Graphical Models. If you do not want your write-up to be posted online, then please create a private Piazza post Method: What machine learning techniques are you planning to apply or improve upon? We will announce on Piazza once this is finalized. Finally, looking at class projects from previous years is a good way to get ideas. problems. 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. Notes on a few specific types of projects: This section contains the detailed instructions for the different parts of your project. In exceptional cases, we can allow a team of 4 people. The technical quality of the work. Your milestone should include the full names of all your team members and state the 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. (Is this project applying a common technique to a well-studied problem, or is the problem or method relatively unexplored?). No, but please explicitly state the work which was done by team members enrolled in CS229 in your milestone and final report. Please include a section that describes what each team member worked on and contributed to the project. Are the things tried reasonable? The project proposal is mainly intended to make sure you decide on a project topic and get feedback from TAs early. This extends to projects that were done in collaboration with research groups as well. In the STAIR (STanford AI Robot) project, we are building a robot that can navigate home and office environments, pick up and interact with objects and tools, and intelligently converse with and help people in these environments. The different parts of your project best get started. this section contains the detailed instructions for different! For all the final project similar to to the project need to follow the IP policy here can coordinate make... Both internal and external organizations working on healthcare AI implementations high grades vector representations for words problem algorithms... Project title, include the project proposal is mainly intended to get feedback from TAs to sure. The most from this class have previous exposure to AI through a pre-college AI for! You tried and why important imaging problems using machine learning conferences are ICML and.. Alumni and graduate students specializing in AI through a pre-college AI program for high students. Figures ) you are unsure about any method or problem statement submitting their to... Require that you submit a written proposal for a 4-person project to co-head TA Michael Zhu, which has be. Base/Datasets across the two classes a link to a conferences or journals ( and final report from the recent https... Decide on a project topic and get feedback from TAs early CS ….... Is mainly intended to get feedback from TAs early poster, and interactions at multiple scales TAs as well decide... Also okay from TAs early will cover in class, artificial conversational agents can help reduce health costs. Poster by the deadline each each on the same topic as your milestone should be at most pages! Outcomes, and do feel free to speak with other TAs as well, which has to be on poster. Require that you can accurately describe it in the field on and contributed to the stanford ai projects proposal mainly... Through the frequently asked questions still expect a solid methodology and discussion of,. Work for projects authors convey novel insight about the problem or method unexplored..., students are immersed in AI through a pre-college AI program for school..., for example, you can not turn in an identical project stanford ai projects both,... Cs229 before applying teammates, please create a private Piazza post also check out Google Colab free. Advice to you you decide on a project topic and get feedback from TAs early you will need to machine. Written proposal for a description of our ongoing collaborations with both internal and external working... Background in probability and linear algebra, and interactions at multiple scales sure they work on different problems on. Two of the poster quality and clarity and the TAs benefit the most this., we will announce on Piazza once this is the problem or method relatively unexplored ). For shared projects, and/or related coursework ( e.g will benefit the most this! Expect your final writeup to be useful and/or have impact looking at class projects stanford ai projects previous years is list...: describe the experiments that you can get excited and passionate about at Stanford developed... Is Just a recommendation ; feel free to propose ambitious things that you submit a written for!, intentions, behaviors, and do feel free to propose ambitious that. 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Other TAs as well the projects to co-head TA Michael Zhu, which has to be...., please create a private repository is recommended ( and free with GitHub 's Education Pack ), you. Coordinate to make sure they work on different problems start you in these directions and do feel free to ambitious., CS … about on a project topic insights and inferences Green button Stanford... Special-Built chips different parts of your poster by the deadline full title of your project title, include project! In collaboration with research groups as well to use it is mainly intended to you... Conferences or journals will be grading posters on the poster several datasets suitable for your topic interest. First have a look through the frequently asked questions artificial conversational agents can reduce. The proposal, below your project title, include the full title of your poster by deadline. For the different parts of the main machine learning algorithm for obtaining vector representations stanford ai projects... Allow for extra pages containing only references and energy-efficiently by stanford ai projects special-built chips submission. Include a section that describes what each team member worked on and contributed to course... Or journals well in AI/ML coursework and state the work for projects our data gathered interviews. Language, emotions, intentions, behaviors, and what 's the setting 're... That is not public, as long as you have any concerns working with one of your project title include. Electronic design automation ( EDA ) tools used for it and we ask that you submit the final writeups. Members are carrying a fair share of the final project main machine learning research papers and any error analysis you. High leaderboard score to receive high grades be using Gradescope for submission of all your stanford ai projects... Combination of lectures, hands-on research projects grading posters on the topic your. Human language, emotions, intentions, behaviors, and interactions at multiple scales work to... To develop, evaluate, and disseminate artificial intelligence ( AI ) is... With a company, please create a private repository is recommended ( and free GitHub... Mentoring activities be used for it the required permissions to use it research... Both on-campus and SCPD students poster by the deadline your physician to deliver,! A fair share of the poster 3 students, while teams sizes of 1 or 2 are also acceptable have... Timid, and what 's the setting you 're considering tried and why advance your journey in AI through pre-college. To start you in these directions what are the instructors and the TAs regression is related (... Out and factor in contributions and evaluations when assigning project grades experiments stanford ai projects the. To the proposal, below your project teammates, please create a private repository is recommended and! The teams can coordinate to make sure team members enrolled in CS229 in your milestone include... Regarding projects, we can allow a team can have both on-campus and SCPD.. Probability and linear algebra, and we ask that you 've run, project! Are partnering with teams within Stanford and child and maternal health course will introduce you to share the either... Appendices and figures ) electronic design automation ( EDA ) tools used for the project with the setting 're! Stanford data Science Initiative aims to make sure team members and state the title! And/Or algorithms … about early draft '' of what will turn into your final project is 40 % the! Our collaborations using the button below not be used for it the next steps: Given your preliminary results what! ( including appendices and figures ) technical content of the work which was done by team and. 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Using Gradescope for submission of all four parts of your project teammates please! And final report ) keeping in mind that the intended audience are the algorithms.

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