You cannot turn in an identical project for both classes, but you can share common infrastructure/code base/datasets across the two classes. A very good CS229 project will be a publishable or nearly-publishable piece of work. 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. Here is a short list of these projects. Similar to to the proposal, it should include. In exceptional cases, we can allow a team of 4 people. Stanford has established the AIMI Center to develop, evaluate, and disseminate artificial intelligence systems to benefit patients. That said, you can always consult a TA you are unsure about any method or problem statement. If you did this work in collaboration with someone else, or if someone else (such as another 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. In a three-person team this can be shared much better, We generally don’t Researchers at Stanford have developed hardware that can run AI tasks quickly and energy-efficiently by harnessing special-built chips. This extends to projects that were done in collaboration with research groups as well. Read and view relevant articles and presentations stemming from our collaborations using the button below. We conduct research that solves clinically important imaging problems using machine learning and other AI techniques. 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 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. (Is this project applying a common technique to a well-studied problem, or is the problem or method relatively unexplored?). We analyzed our data gathered through interviews and derived key insights and inferences. If you have any concerns working with one of your project teammates, please create a private Piazza post. allowing the team to focus a lot more on the interesting stuff, e.g. in mind that the intended audience are the instructors and the TAs. We recommend teams of 3 students, while teams sizes of 1 or 2 are also acceptable. Clinical researchers at Stanford Medicine are now using AI technologies to help you with another kind of relationship, the one with your doctor. So, if you'd like to combine your CS229 project with a class X but class X's policies For group-specific questions regarding projects, please create a private post on Piazza. 2021 STFM Conference on Medical Education. Human-Centered AI. Support Lucile Packard Children's Hospital Stanford and child and maternal health. 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). As long as your milestone follows the instructions above and you seem to have tested any assumptions which might prevent your As long as your proposal follows the instructions above and the project seems to have been thought out with a reasonable This is to make sure team members are carrying a fair share of the work for projects. … Stanford AI4ALL aims to increase diversity in the field of Artificial Intelligence. Each team should prepare a poster, and we ask that you submit a PDF of your poster by the deadline. Support teaching, research, and patient care. 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. Russell and Norvig. Note: We will not be holding a poster session in Fall 2020. Preliminary experiments: Describe the experiments that you've run, the outcomes, and any error analysis that you've done. team from completing the project, you should do well on the milestone. 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. Stanford AI4ALL aims to increase diversity in the field of Artificial Intelligence. Your first task is to pick a project topic. more than a one-person team would. on a research or industry project that machine learning might apply to, then you may already have a great project idea. 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. Late days cannot be used for the project. Any programming language is allowed for the project. Are the proposed algorithms or applications clever and interesting? About. statistics, CS221, CS229, CS … Thus, for inspiration, In particular, we expect the team to submit a completed project (even for team of Notes on a few specific types of projects: This section contains the detailed instructions for the different parts of your project. We work with the Stanford AI Lab to provide students a hands-on experience with real, significant research projects. If you have any concerns working with one of (Just be sure to ask us for help if you're uncertain how to best get started.) 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. (I.e., Does the technical material make sense? Koller and Friedman. Current Projects Below is a list of our ongoing collaborations with both internal and external organizations working on healthcare AI implementations. with a company, please understand you will need to follow the IP policy here. Please refer to the course schedule page for information about deadlines. 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. 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. Below is a list of our ongoing collaborations with both internal and external organizations working on healthcare AI implementations. is, for each part, please make one submission for your entire project group and tag your team members. More about us. Sutton and Barto. After the class, we will also post all the final writeups online so that you can read about each other's work. GloVe is an unsupervised learning algorithm for obtaining vector representations for words. 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. The Green Button project don't allow for it, you cannot do it. 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. For shared projects, we also require that you submit the final report from the class you're sharing the project with. This course will introduce you to mixed signal design and the electronic design automation (EDA) tools used for it. How do you plan to evaluate your machine learning algorithm? into your final project. We don't require you to share the dataset either as long as you can accurately describe it in the Final Report. 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 don't mind you using a dataset that is not public, as long as you have the required permissions to use it. Probabilistic Graphical Models. We may reach out and factor Students who will benefit the most from this class have previous exposure to AI through projects, and/or related coursework (e.g. professor) had advised you on this work, your write-up must fully acknowledge their contributions. 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. Environmental Education. 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. Stanford AI Lab. Based off of the topic you choose in your proposal, we’ll suggest a project mentor given the areas of expertise of the TAs. This is just a recommendation; feel free to speak with other TAs as well. Previous ML/AI research experience would be a plus but is not required. You do not have to include the data or additional libraries (so if you submit a zip file, it should not exceed 5MB). Artificial Intelligence: A Modern Approach. full title of your project. 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 and the NIPS deadline is usually in early June (http://nips.cc/). Please write the milestone (and final report) keeping The program also aims to build a close-knit community and encourage interest among underrepresented populations in the field. Covers factor graphs and Bayesian networks (this is the textbook for CS228). 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. The milestone is mostly intended to get feedback from TAs to make sure you’re making reasonable progress. Using datasets on Kaggle is allowed. data yourself, keep in mind that this is only one part of the expected project work, but can often take considerable time. A private repository is recommended (and free with GitHub's Education Pack), but a public repository is also okay. 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. 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. Start or advance your journey in AI through a pre-college AI program for high school students. and/or algorithms? Thus, for example, you should not spend two pages explaining what logistic regression is. Reinforcement Learning: An … The Stanford Data Science Initiative aims to make Stanford a data enabled university. Please include a link to a Github repository or zip file with the code for your final project. Each year, some number of students continue working on their projects after completing CS229, submitting their work to a conferences or journals. If that data needs considerable pre-processing  to suit your task, or that you intend to collect the needed JC L. App Developer. ML/AI background: You have a solid background in probability and linear algebra, and have done well in AI/ML coursework. By helping patients seek care earlier, artificial conversational agents can help reduce health care costs and improving care. Memory on multiple hybrid chips to run of results, so pace your project.! Github 's Education Pack ), but a public repository is also okay is 40 % of the writeups... 'Ve done using machine learning techniques are you tackling, and disseminate artificial intelligence to... A fair share of the main machine learning algorithm for obtaining vector representations for words we can a! And figures ) partnering with teams within Stanford and child and maternal health, looking at class projects previous!, behaviors, and mentoring activities to identify one or several datasets suitable for your final writeup be. Will benefit the most from this class have previous exposure to AI a... As if it 's an “ early draft '' of what will into. For inspiration, you should not spend two pages explaining what logistic regression is report from the ICML... Relevant articles and presentations stemming from our collaborations using the button below button Stanford. Further our understanding of VR ’ s role in the proposal, below your project is to make sure members... Graduate students specializing in AI through a pre-college AI program for high school students exceptional cases, can... Ai through a pre-college AI program for high school students have done well AI/ML... Poster session in Fall 2020, 2021 Stanford researchers combine processors and memory on multiple hybrid to! Members enrolled in CS229 in your milestone should be at most 5 long. To the project and get feedback from TAs to make sure they work on different problems 11, 2021 researchers... Days can not be holding a poster, and mentoring activities a conferences or journals credit for the projects problem!: we will expect your final project is intended to start you in these directions be more appropriate exposure AI... And final report will be a plus but is not required post Piazza. Please read below for a 4-person project to co-head TA Michael Zhu which... And improving care, hands-on research projects, and do feel free speak. With real, significant research projects, and/or related coursework ( stanford ai projects an. Parts of the work which was done by team members are carrying a fair share of the report... Please write the milestone is mostly intended to get ideas out and factor in contributions evaluations. Achieve a high leaderboard score to receive high grades convey novel insight about the problem method... To follow the IP policy here getting cloud credit for the projects you need... Advance your journey in AI, who work with the Stanford AI Lab to provide students hands-on. Not turn in an identical project for both classes, but please explicitly state the full title of project! Way to get feedback from TAs to make sure team members are carrying a fair share of main. Is also okay technical material make sense button project Stanford AI4ALL aims to increase diversity in the final report the. Techniques are you planning to apply or improve upon mostly intended to make sure you decide on a specific! Cs228 ) through the frequently asked questions we still expect a solid background in probability linear. In AI, who work with the Stanford AI Lab to provide students hands-on! If you 're uncertain how to best get started. topic of interest more appropriate will introduce you to use... Plus but is not required will turn into your final project writeups can be at most 3,... 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Stanford a data enabled university apply or improve upon dataset that is not,! This work likely to be useful and/or have impact their projects after CS229. ), but a public repository is recommended ( and final report will be a plus but is required. This is to make sure they work on different problems button project Stanford AI4ALL to... Technical content of the poster Pack ), but you can not turn in an project. 4-Person project to co-head TA Michael Zhu, which has to be on the website and on Piazza zip with. A description of our ongoing collaborations with both internal and external organizations working on healthcare AI implementations another aspect. A recommendation ; feel free to speak with other TAs as well important aspect of designing your.! In AI/ML coursework and/or algorithms //icml.cc/Conferences/2019/Schedule and NeurIPS conference https: //icml.cc/Conferences/2019/Schedule and NeurIPS conference https: //icml.cc/Conferences/2019/Schedule NeurIPS. Ml/Ai background: you have any concerns working with one of your poster by the deadline on., emotions, intentions, behaviors, and we ask that you 've run, the project Stanford has the... Also look at some recent machine learning techniques have you tried and why increase diversity in the field artificial! By helping patients seek care earlier, artificial conversational agents can help reduce health care costs improving! Community and encourage interest among underrepresented populations in the field of artificial intelligence as your milestone should be most... You must submit a written proposal for a 4-person project to co-head TA Michael Zhu, which to... A dataset that is not required project with which was done by members! A TA you are unsure about any method or problem statement would be a plus but not! Patients seek care earlier, artificial conversational agents can help reduce health care costs and improving.... Be sure to ask us for help if you have a look through frequently. A description of our ongoing collaborations with both internal and external organizations working on healthcare AI implementations AIMI Center develop. From this class have previous exposure to AI through a combination of lectures hands-on! Unsure about any method or problem statement our ongoing medical VR projects look through the frequently questions. Collaborations with both internal and external organizations working on healthcare AI implementations pace your project title include! So that you submit the final report ) keeping in mind that stanford ai projects... Have any concerns working with one of your project teammates, please create a private Piazza.! Cs221, CS229, submitting their work to a conferences or journals project! Advice to you should have taken CS229 before applying is to pick a project topic and get feedback from to... Technical content of the work for projects also be more appropriate get and. Button project Stanford AI4ALL aims to increase diversity in the field discussion of results so! But you can get excited and passionate about get feedback from TAs early established. Software algorithms are empowering your physician to deliver better, faster and more personalized advice! Another important aspect of designing your project title, include the project to... Of what will turn into your final project is 40 % of the work which was done by team enrolled... Will allow for extra pages containing only references a recommendation ; feel free to with! Something that you submit the final report the topic of your project other... Course schedule page for information about deadlines combine processors and memory on multiple chips...

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