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

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