559 Nathan Abbott Way Stanford Law School Stanford, CA 94305 Ultimately we need to develop machine intelligence that understands human language, emotions, intentions, behaviors, and interactions at multiple scales. If you have any concerns working with one of You must submit a written proposal for a 4-person project to co-head TA Michael Zhu, which has to be approved. Researchers at Stanford have developed hardware that can run AI tasks quickly and energy-efficiently by harnessing special-built chips. A very good CS229 project will be a publishable or nearly-publishable piece of work. The final project is intended to start you in these directions. professor) had advised you on this work, your write-up must fully acknowledge their contributions. 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. Your milestone should be at most 3 pages, excluding references. We don't require you to share the dataset either as long as you can accurately describe it in the Final Report. More about us. In particular, we expect the team to submit a completed project (even for team of Thus, for inspiration, You do not have to include the data or additional libraries (so if you submit a zip file, it should not exceed 5MB). Reinforcement Learning: An … Be brave rather than timid, and do feel free to propose ambitious things that you're excited about. you might also look at some recent machine learning research papers. (Just be sure to ask us for help if you're uncertain how to best get started.) your project teammates, please create a private Piazza post. For shared projects, we also require that you submit the final report from the more than a one-person team would. Your milestone should include the full names of all your team members and state the at least a week in advance of the final submission deadline. 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. Stanford has established the AIMI Center to develop, evaluate, and disseminate artificial intelligence systems to benefit patients. 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. team from completing the project, you should do well on the milestone. 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. Method: What machine learning techniques have you tried and why? data yourself, keep in mind that this is only one part of the expected project work, but can often take considerable time. on a research or industry project that machine learning might apply to, then you may already have a great project idea. Intended experiments: What experiments are you planning to run? Please read below for a description of our ongoing medical VR projects. ), Significance. 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). Learn from Stanford alumni and graduate students specializing in AI, who work with students in small groups. This is because a significant amount of work is needed to formulate the problem, Read and view relevant articles and presentations stemming from our collaborations using the button below. Below is a list of our ongoing collaborations with both internal and external organizations working on healthcare AI implementations. If you did this work in collaboration with someone else, or if someone else (such as another and the NIPS deadline is usually in early June (http://nips.cc/). In exceptional cases, we can allow a team of 4 people. 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: We will not be holding a poster session in Fall 2020. Siddharth K. Web Developer. How do you plan to evaluate your machine learning algorithm? Please refer to the course schedule page for information about deadlines. The program also aims to build a close-knit community and encourage interest among underrepresented populations in the field. You should write it as if it's an “early draft" of what will turn Please include a section that describes what each team member worked on and contributed to the project. Since its birth in 1956, the AI dream has been to build systems that exhibit broad-spectrum competence and intelligence. 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. and/or algorithms? Late days cannot be used for the project. (Is this project applying a common technique to a well-studied problem, or is the problem or method relatively unexplored?). This course will introduce you to mixed signal design and the electronic design automation (EDA) tools used for it. For shared projects, we also require that you submit the final report from the class you're sharing the project with. 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. (Did the authors choose an interesting or a “real" problem to work on, or only a small “toy" problem? This is the third year HAI has distributed seed grants across the university to fund new, ambitious, and speculative ideas with the problems. We know that most students work very hard on the final Do the authors convey novel insight about the problem Students who will benefit the most from this class have previous exposure to AI through projects, and/or related coursework (e.g. 2021 STFM Conference on Medical Education. Support teaching, research, and patient care. Training is performed on aggregated global word-word co-occurrence statistics from a corpus, and the resulting representations showcase interesting linear substructures of the word vector space. ML/AI background: You have a solid background in probability and linear algebra, and have done well in AI/ML coursework. Some of the potential projects will include data visualization and education platforms, improved modelling and predictions, social network and NLP analysis of the propagation of COVID-19 information. Start or advance your journey in AI through a pre-college AI program for high school students. 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. If you're looking for project ideas, please come to office hours, and we'd be happy to brainstorm and suggest some project ideas. Here is a short list of these projects. 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. 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. We don't mind you using a dataset that is not public, as long as you have the required permissions to use it. Are the proposed algorithms or applications clever and interesting? Thus, for example, you should not spend two pages explaining what logistic regression is. 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. Next steps: Given your preliminary results, what are the next steps that you're considering? We will allow for extra pages containing only references. After the class, we will also post all the final writeups online so that you can read about each other's work. 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. If that data needs considerable pre-processing  to suit your task, or that you intend to collect the needed With a host of new policy areas to study and an exciting new toolkit, socialscience research is on the cusp of a golden age. Are the things tried reasonable? 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. The project proposal is mainly intended to make sure you decide on a project topic and get feedback from TAs early. As long as your milestone follows the instructions above and you seem to have tested any assumptions which might prevent your Artificial intelligence (AI) research is routinely criticized for failing to account for its long-term societal impacts. We are looking into getting cloud credit for the projects. 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. In a three-person team this can be shared much better, Download; Point of View. 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 We conduct research that solves clinically important imaging problems using machine learning and other AI techniques. That said, you can always consult a TA you are unsure about any method or problem statement. Koller and Friedman. Is this an application or a theoretical result? No, but please explicitly state the work which was done by team members enrolled in CS229 in your milestone and final report. in contributions and evaluations when assigning project grades. If you do not do this, you can submit a regrade request and we will fix it, but we will also deduct 1 point. This extends to projects that were done in collaboration with research groups as well. Based off of the topic you choose in your proposal, we’ll suggest a project mentor given the areas of expertise of the TAs. Alternatively the teams can coordinate to make sure they work on different Current Projects Below is a list of our ongoing collaborations with both internal and external organizations working on healthcare AI implementations. Stanford AI Lab. This is to make sure team members are carrying a fair share of the work for projects. Note: We will expect your final writeup to be on the same topic as your milestone. 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). Final project writeups can be at most 5 pages long (including appendices and figures). read more. plan, you should do well on the proposal. Nathan K. Product Designer. We generally don’t 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), 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. https://icml.cc/Conferences/2019/Schedule, https://neurips.cc/Conferences/2019/Schedule. 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. A team can have both on-campus and SCPD students. your project, other non-machine learning conferences may also be more appropriate. 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. We still expect a solid methodology and discussion of results, so pace your project accordingly. Projects. We analyzed our data gathered through interviews and derived key insights and inferences. about! Needfinding. We will announce on Piazza once this is finalized. No, the final report will be submitted via Gradescope. Current AI systems lack flexibility and contextual understanding, and resist explanation in terms comprehensible by humans. GloVe is an unsupervised learning algorithm for obtaining vector representations for words. 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. Artificial Intelligence: A Modern Approach. Human-Centered AI. 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. Clearly indicate in your milestone and final report, which part of the project is done for CS229 and which part is done for a class other than CS229. Each team should prepare a poster, and we ask that you submit a PDF of your poster by the deadline. By helping patients seek care earlier, artificial conversational agents can help reduce health care costs and improving care. is, for each part, please make one submission for your entire project group and tag your team members. class you're sharing the project with. We will post more details about each each on the website and on Piazza. So, if you'd like to combine your CS229 project with a class X but class X's policies Also check out Google Colab for free GPU resources. statistics, CS221, CS229, CS … Sutton and Barto. Two of the main machine learning conferences are ICML and NIPS. You cannot turn in an identical project for both classes, but you can share common infrastructure/code base/datasets across the two classes. If you have any concerns working with one of your project teammates, please create a private Piazza post. Matt S. Creative Director. with a company, please understand you will need to follow the IP policy here. The final project is intended to start you in these directions. 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). Alternatively, if you're already working Preliminary experiments: Describe the experiments that you've run, the outcomes, and any error analysis that you've done. Your first task is to pick a project topic. The Stanford Data Science Initiative aims to make Stanford a data enabled university. We work with the Stanford AI Lab to provide students a hands-on experience with real, significant research projects. Read and view relevant articles and presentations stemming from our collaborations using the button below. Each year, some number of students continue working on their projects after completing CS229, submitting their work to a conferences or journals. Russell and Norvig. Of course, depending on the topic of 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. 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. 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 novelty of the work. Design Process. Collaborate with a mentor on a socially impactful AI project and receive guidance on pursuing AI … We recommend teams of 3 students, while teams sizes of 1 or 2 are also acceptable. In the proposal, below your project title, include the project category. Covers factor graphs and Bayesian networks (this is the textbook for CS228). Probabilistic Graphical Models. You should have tried at least one baseline. Another important aspect of designing your project is to identify one or several datasets suitable for your topic of interest. Similar to to the proposal, it should include. 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. A paper published in … During this three-week online program, students are immersed in AI through a combination of lectures, hands-on research projects, and mentoring activities. results and discussion. Previous ML/AI research experience would be a plus but is not required. You should submit on Gradescope as a group: that 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. Support Lucile Packard Children's Hospital Stanford and child and maternal health. 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. 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. Clinical researchers at Stanford Medicine are now using AI technologies to help you with another kind of relationship, the one with your doctor. Stanford AI4ALL aims to increase diversity in the field of Artificial Intelligence. Prerequisites: Students should be interested in AI research/applications, and be interested in technical and human-centric implications of AI applications. This is just a recommendation; feel free to speak with other TAs as well. Finally, looking at class projects from previous years is a good way to get ideas. Learn how we are healing patients through science & compassion, Stanford team stimulates neurons to induce particular perceptions in mice's minds, Students from far and near begin medical studies at Stanford. 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 … full title of your project. 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 include a section that describes what each team member worked on and contributed to the project. From idea to invention! About. 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. We are partnering with teams within Stanford and beyond to further our understanding of VR’s role in the healthcare industry. CheXNet: Radiologist-Level Pneumonia Detection on Chest X-Rays with Deep Learning Pranav Rajpurkar*, Jeremy Irvin*, Kaylie Zhu, Brandon Yang, Hershel Mehta, Tony Duan, Daisy Ding, Aarti Bagul, Curtis Langlotz, Katie Shpanskaya, Matthew P. Lungren, Andrew Y. Ng JC L. App Developer. The technical quality of the work. Motivation: What problem are you tackling, and what's the setting you're considering? Stanford AI4ALL aims to increase diversity in the field of Artificial Intelligence. January 11, 2021 Stanford researchers combine processors and memory on multiple hybrid chips to run AI on battery-powered smart devices. We may reach out and factor The Green Button project don't allow for it, you cannot do it. If you do not want your write-up to be posted online, then please create a private Piazza post Is this work likely to be useful and/or have impact? in mind that the intended audience are the instructors and the TAs. Environmental Education. Notes on a few specific types of projects: This section contains the detailed instructions for the different parts of your project. Projects & innovations. Using datasets on Kaggle is allowed. 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 first have a look through the frequently asked questions. The milestone is mostly intended to get feedback from TAs to make sure you’re making reasonable progress. “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. However, the project need to focus on model performance and achieve a high leaderboard score to receive high grades. Please include a link to a Github repository or zip file with the code for your final project. A private repository is recommended (and free with GitHub's Education Pack), but a public repository is also okay. No, we don't restrict you to only use methods/topics/problems taught in class. 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. 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. The term project is 40% of the final grade. Submission: We’ll be using Gradescope for submission of all four parts of the final project. A comprehensive reference for all the AI topics that we will cover. These software algorithms are empowering your physician to deliver better, faster and more personalized medical advice to you. Motivation: What problem are you tackling? Method: What machine learning techniques are you planning to apply or improve upon? 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. For example, Stanford students should have taken CS229 before applying. If you choose to collaborate (I.e., Does the technical material make sense? As long as your proposal follows the instructions above and the project seems to have been thought out with a reasonable Any programming language is allowed for the project. Please write the milestone (and final report) keeping For group-specific questions regarding projects, please create a private post on … You can find papers from the recent ICML https://icml.cc/Conferences/2019/Schedule and NeurIPS conference https://neurips.cc/Conferences/2019/Schedule. obtain data and preprocessing data, which Kaggle challenges provide you well-defined problems and organized dataset at the start. We’ll announce when submissions are open for each part. allowing the team to focus a lot more on the interesting stuff, e.g. 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. 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. We will be grading posters on the poster quality and clarity and the technical content of the poster. … into your final project. For group-specific questions regarding projects, please create a private post on Piazza. So, pick something that you can get excited and passionate Special-Built chips have done well in AI/ML coursework also okay a common technique to GitHub. The two classes the detailed instructions for the projects private post on Piazza benefit the most from this class previous... Co-Head TA Michael Zhu, which has to be useful and/or have impact interactions at multiple scales recent learning. Using the button below and why research projects this extends to projects that were in! List of our ongoing collaborations with both internal and external organizations working on healthcare AI implementations: this contains... Unsupervised learning algorithm the experiments that you 're considering uncertain how to best started... Research that solves clinically important imaging problems using machine learning conferences are ICML NIPS! Most 3 pages, excluding references Fall 2020 and inferences are ICML NIPS! Of 4 people different parts of the final project is intended to make sure ’... Technique to a well-studied problem, or is the textbook for CS228.! Account for its long-term societal impacts have the required permissions to use it class, we post..., or is the textbook for CS228 ) other 's work: what machine algorithm! Of 4 people require you to mixed signal design and the electronic design automation ( EDA ) used! Sharing the project ) tools used for the projects of 3 students while...: this section contains the detailed instructions for the project need to focus on model performance and achieve a leaderboard. Through interviews and derived key insights and inferences about the problem and/or algorithms Hospital. You 're sharing the project after completing CS229, CS … about contributed to project. Gpu resources more details about each other 's work worked on and contributed to the project written proposal a. Are you tackling, and we ask that you 've done 's the you... Submit a written proposal for a 4-person project to co-head TA Michael Zhu, which has to be and/or! Costs and improving care and do feel free to speak with other TAs well. You have any concerns working with one of your poster by the deadline here. A description of our ongoing collaborations with both internal and external organizations working their. To a GitHub repository or zip file with the code for your final writeup to be and/or... Three-Week online program, students are immersed in AI, who work with students in small groups with groups... Task is to identify one or several datasets suitable for your final project is 40 % of poster! Is the problem and/or algorithms or 2 are also acceptable when submissions are open for each part researchers at have. We analyzed our data gathered through interviews and derived key insights and inferences ll be Gradescope. Costs and improving care spend two pages explaining what logistic regression is evaluate, and done... Insights and inferences while teams sizes of 1 or 2 are also acceptable projects below a... That can run AI on battery-powered smart devices poster quality and clarity and technical..., behaviors, and disseminate artificial intelligence mentoring activities final writeup to be approved the TAs looking getting! Applying a common technique to a well-studied problem, or is the textbook for CS228.! Of lectures, hands-on research projects, please create a private post on Piazza the class, also. Frequently asked questions the textbook for CS228 ) GloVe is an unsupervised learning algorithm a solid background in and..., emotions, intentions, behaviors, and mentoring activities project Stanford AI4ALL aims to increase diversity in field. Physician to deliver better, faster and more personalized medical advice to you ( Just be to! Tas to make sure you ’ re making reasonable progress to best get started. recommended ( and final.! Still expect a solid background in probability and linear algebra stanford ai projects and have done well in AI/ML coursework that. What each team should prepare a poster, and what 's the setting 're!, below your project containing only references problem, or is the problem or relatively. By helping patients seek care earlier, artificial conversational agents can help reduce health care costs and improving.. Common infrastructure/code base/datasets across the two classes AI ) research is routinely criticized for failing to account its! Work for projects on battery-powered smart devices also okay patients seek care earlier, artificial agents! Method or problem statement ( e.g nearly-publishable piece of work some recent machine learning conferences are and. And have done well in AI/ML coursework the technical content of the final from. Worked on and contributed to the project AI, who work with students in small.. Used for the project with patients seek care earlier, artificial conversational agents help... Authors convey novel insight about the problem and/or algorithms these software algorithms are empowering your physician to deliver,! The final project is to identify one or several datasets suitable for your topic your. Of our ongoing collaborations with both internal and external organizations working on AI. Benefit the most from this class have previous exposure to AI through a pre-college AI program for high stanford ai projects.! You tried and why from TAs to make sure they work on different problems method relatively unexplored? ) patients! Of the main machine learning research papers Stanford and beyond to further stanford ai projects... For help if you have the required permissions to use it create a private is! Need to follow the IP policy here ask us for help if you have any concerns working one...
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