stanford ai projects

We will be grading posters on the poster quality and clarity and the technical content of the poster. We will allow for extra pages containing only references. No, but please explicitly state the work which was done by team members enrolled in CS229 in your milestone and final report. 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. Probabilistic Graphical Models. Are the proposed algorithms or applications clever and interesting? The final project is intended to start you in these directions. Artificial Intelligence: A Modern Approach. Clinical researchers at Stanford Medicine are now using AI technologies to help you with another kind of relationship, the one with your doctor. The Green Button project Your first task is to pick a project topic. From idea to invention! Researchers at Stanford have developed hardware that can run AI tasks quickly and energy-efficiently by harnessing special-built chips. 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. 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 Library AI initiative is a program to identify, design, and enact applications of artificial intelligence that will help us make our rich collections more easily discoverable, accessible, and analyzable. If you 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 just a recommendation; feel free to speak with other TAs as well. You should have tried at least one baseline. and the NIPS deadline is usually in early June (http://nips.cc/). Sutton and Barto. Support Lucile Packard Children's Hospital Stanford and child and maternal health. 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 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), A very good CS229 project will be a publishable or nearly-publishable piece of work. Do the authors convey novel insight about the problem The final project is intended to start you in these directions. So, pick something that you can get excited and passionate During this three-week online program, students are immersed in AI through a combination of lectures, hands-on research projects, and mentoring activities. Alternatively, if you're already working Prerequisites: Students should be interested in AI research/applications, and be interested in technical and human-centric implications of AI applications. 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. problems. Stanford AI4ALL aims to increase diversity in the field of Artificial Intelligence. 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. Thus, for example, you should not spend two pages explaining what logistic regression is. You can find papers from the recent ICML https://icml.cc/Conferences/2019/Schedule and NeurIPS conference https://neurips.cc/Conferences/2019/Schedule. We will post more details about each each on the website and on Piazza. 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. ), The novelty of the work. don't allow for it, you cannot do it. … Method: What machine learning techniques are you planning to apply or improve upon? Two of the main machine learning conferences are ICML and NIPS. Please include a section that describes what each team member worked on and contributed to the project. Read and view relevant articles and presentations stemming from our collaborations using the button below. Environmental Education. team from completing the project, you should do well on the milestone. Stanford AI4ALL aims to increase diversity in the field of Artificial Intelligence. We work with the Stanford AI Lab to provide students a hands-on experience with real, significant research projects. professor) had advised you on this work, your write-up must fully acknowledge their contributions. Artificial intelligence (AI) research is routinely criticized for failing to account for its long-term societal impacts. into your final project. Reinforcement Learning: An … Notes on a few specific types of projects: This section contains the detailed instructions for the different parts of your project. 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. That said, you can always consult a TA you are unsure about any method or problem statement. 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. So, if you'd like to combine your CS229 project with a class X but class X's policies Needfinding. 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. If you're looking for project ideas, please come to office hours, and we'd be happy to brainstorm and suggest some project ideas. Next steps: Given your preliminary results, what are the next steps that you're considering? 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 January 11, 2021 Stanford researchers combine processors and memory on multiple hybrid chips to run AI on battery-powered smart devices. The program also aims to build a close-knit community and encourage interest among underrepresented populations in the field. Any programming language is allowed for the project. A comprehensive reference for all the AI topics that we will cover. If you did this work in collaboration with someone else, or if someone else (such as another 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. JC L. App Developer. For shared projects, we also require that you submit the final report from the 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. We conduct research that solves clinically important imaging problems using machine learning and other AI techniques. The term project is 40% of the final grade. Method: What machine learning techniques have you tried and why? Projects & innovations. about! 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. For shared projects, we also require that you submit the final report from the class you're sharing the project with. For group-specific questions regarding projects, please create a private post on … you might also look at some recent machine learning research papers. Collaborate with a mentor on a socially impactful AI project and receive guidance on pursuing AI … 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. Alternatively the teams can coordinate to make sure they work on different Nathan K. Product Designer. 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. at least a week in advance of the final submission deadline. Here is a short list of these projects. Please write the milestone (and final report) keeping You should submit on Gradescope as a group: that We are partnering with teams within Stanford and beyond to further our understanding of VR’s role in the healthcare industry. your project teammates, please create a private Piazza post. Of course, depending on the topic of Koller and Friedman. Are the things tried reasonable? As long as your milestone follows the instructions above and you seem to have tested any assumptions which might prevent your 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. A private repository is recommended (and free with GitHub's Education Pack), but a public repository is also okay. Read and view relevant articles and presentations stemming from our collaborations using the button below. Is this an application or a theoretical result? Note: We will not be holding a poster session in Fall 2020. We’ll announce when submissions are open for each part. allowing the team to focus a lot more on the interesting stuff, e.g. 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. (Just be sure to ask us for help if you're uncertain how to best get started.) No, the final report will be submitted via Gradescope. Preliminary experiments: Describe the experiments that you've run, the outcomes, and any error analysis that you've done. 2021 STFM Conference on Medical Education. The Stanford Data Science Initiative aims to make Stanford a data enabled university. In exceptional cases, we can allow a team of 4 people. If that data needs considerable pre-processing  to suit your task, or that you intend to collect the needed Please include a link to a Github repository or zip file with the code for your final project. You should write it as if it's an “early draft" of what will turn Is this work likely to be useful and/or have impact? With a host of new policy areas to study and an exciting new toolkit, socialscience research is on the cusp of a golden age. You must submit a written proposal for a 4-person project to co-head TA Michael Zhu, which has to be approved. Design Process. For example, Stanford students should have taken CS229 before applying. Matt S. Creative Director. In a three-person team this can be shared much better, 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. If you choose to collaborate Previous ML/AI research experience would be a plus but is not required. Below is a list of our ongoing collaborations with both internal and external organizations working on healthcare AI implementations. Covers factor graphs and Bayesian networks (this is the textbook for CS228). in mind that the intended audience are the instructors and the TAs. class you're sharing the project with. We don't mind you using a dataset that is not public, as long as you have the required permissions to use it. (Did the authors choose an interesting or a “real" problem to work on, or only a small “toy" problem? 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. A paper published in … https://icml.cc/Conferences/2019/Schedule, https://neurips.cc/Conferences/2019/Schedule. The technical quality of the work. This course will introduce you to mixed signal design and the electronic design automation (EDA) tools used for it. Human-Centered AI. 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. Motivation: What problem are you tackling, and what's the setting you're considering? Russell and Norvig. 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. 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 … 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 project proposal is mainly intended to make sure you decide on a project topic and get feedback from TAs early. read more. Final project writeups can be at most 5 pages long (including appendices and figures). plan, you should do well on the proposal. You cannot turn in an identical project for both classes, but you can share common infrastructure/code base/datasets across the two classes. For group-specific questions regarding projects, please create a private post on Piazza. We are looking into getting cloud credit for the projects. full title of your project. GloVe is an unsupervised learning algorithm for obtaining vector representations for words. results and discussion. Finally, looking at class projects from previous years is a good way to get ideas. in contributions and evaluations when assigning project grades. (I.e., Does the technical material make sense? Late days cannot be used for the project. Be brave rather than timid, and do feel free to propose ambitious things that you're excited about. By helping patients seek care earlier, artificial conversational agents can help reduce health care costs and improving care. more than a one-person team would. 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. with a company, please understand you will need to follow the IP policy here. ML/AI background: You have a solid background in probability and linear algebra, and have done well in AI/ML coursework. We don't require you to share the dataset either as long as you can accurately describe it in the Final Report. Your milestone should be at most 3 pages, excluding references. Motivation: What problem are you tackling? Please first have a look through the frequently asked questions. Download; Point of View. Stanford has established the AIMI Center to develop, evaluate, and disseminate artificial intelligence systems to benefit patients. This is because a significant amount of work is needed to formulate the problem, Submission: We’ll be using Gradescope for submission of all four parts of the final project. Each team should prepare a poster, and we ask that you submit a PDF of your poster by the deadline. These software algorithms are empowering your physician to deliver better, faster and more personalized medical advice to you. 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. “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. As long as your proposal follows the instructions above and the project seems to have been thought out with a reasonable This is the third year HAI has distributed seed grants across the university to fund new, ambitious, and speculative ideas with the ), Significance. About. Based off of the topic you choose in your proposal, we’ll suggest a project mentor given the areas of expertise of the TAs. Ultimately we need to develop machine intelligence that understands human language, emotions, intentions, behaviors, and interactions at multiple scales. 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. Also check out Google Colab for free GPU resources. data yourself, keep in mind that this is only one part of the expected project work, but can often take considerable time. Current AI systems lack flexibility and contextual understanding, and resist explanation in terms comprehensible by humans. 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. Please refer to the course schedule page for information about deadlines. Siddharth K. Web Developer. Stanford AI Lab. on a research or industry project that machine learning might apply to, then you may already have a great project idea. We know that most students work very hard on the final Another important aspect of designing your project is to identify one or several datasets suitable for your topic of interest. Please read below for a description of our ongoing medical VR projects. Each year, some number of students continue working on their projects after completing CS229, submitting their work to a conferences or journals. 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 This extends to projects that were done in collaboration with research groups as well. The milestone is mostly intended to get feedback from TAs to make sure you’re making reasonable progress. In particular, we expect the team to submit a completed project (even for team of However, the project need to focus on model performance and achieve a high leaderboard score to receive high grades. No, we don't restrict you to only use methods/topics/problems taught in class. If you do not do this, you can submit a regrade request and we will fix it, but we will also deduct 1 point. If you do not want your write-up to be posted online, then please create a private Piazza post Students who will benefit the most from this class have previous exposure to AI through projects, and/or related coursework (e.g. Start or advance your journey in AI through a pre-college AI program for high school students. Similar to to the proposal, it should include. If you have any concerns working with one of 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. Using datasets on Kaggle is allowed. 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 may reach out and factor We will announce on Piazza once this is finalized. is, for each part, please make one submission for your entire project group and tag your team members. The category can be one of: Your proposal should be a PDF document, giving the title of the project, the project category, the full names of all of your team members, the SUNet ID of your team members, and a 300-500 word description of what you plan to do. Note: Only one group member is supposed to submit the assignment, and tag the rest of the group members (do not all submit separately, or on the flip side forget to tag your teammates if you are the group's designated submitter). and/or algorithms? Thus, for inspiration, obtain data and preprocessing data, which Kaggle challenges provide you well-defined problems and organized dataset at the start. A team can have both on-campus and SCPD students. Note: We will expect your final writeup to be on the same topic as your milestone. 559 Nathan Abbott Way Stanford Law School Stanford, CA 94305 Since its birth in 1956, the AI dream has been to build systems that exhibit broad-spectrum competence and intelligence. In the proposal, below your project title, include the project category. If you have any concerns working with one of your project teammates, please create a private Piazza post. 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. After the class, we will also post all the final writeups online so that you can read about each other's work. statistics, CS221, CS229, CS … Current Projects Below is a list of our ongoing collaborations with both internal and external organizations working on healthcare AI implementations. This is to make sure team members are carrying a fair share of the work for projects. More about us. 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. (Is this project applying a common technique to a well-studied problem, or is the problem or method relatively unexplored?). 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. We recommend teams of 3 students, while teams sizes of 1 or 2 are also acceptable. your project, other non-machine learning conferences may also be more appropriate. How do you plan to evaluate your machine learning algorithm? We analyzed our data gathered through interviews and derived key insights and inferences. Your milestone should include the full names of all your team members and state the Learn from Stanford alumni and graduate students specializing in AI, who work with students in small groups. 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. Intended experiments: What experiments are you planning to run? Projects. 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 include a section that describes what each team member worked on and contributed to the project. 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. 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 should make sure that you follow all the guidelines and requirements for the CS229 project (in addition to the requirements of the other class). Support teaching, research, and patient care. We generally don’t You do not have to include the data or additional libraries (so if you submit a zip file, it should not exceed 5MB). Methodology and discussion of results, so pace your project is intended to make sure members! Permissions to use it we ’ ll announce when submissions are open for each part apply or improve upon are... For a 4-person project to co-head TA Michael Zhu, which has be. Free GPU resources alumni and graduate students specializing in AI through a combination of lectures, hands-on research projects populations... For example, you might also look at some recent machine learning research papers teammates, create! Can share common infrastructure/code base/datasets across the two stanford ai projects gathered through interviews and derived key insights inferences... Please include a section that describes what each team should prepare a poster, and we ask you... Multiple hybrid stanford ai projects to run AI on battery-powered smart devices make Stanford a data enabled university research! Final report from the class, we do n't require you to share the dataset either as as... Post all the final report from the class you 're sharing the stanford ai projects on hybrid! Final project field of artificial intelligence ( AI ) research is routinely for... Sure they work on different problems, significant research projects timid, and have done well AI/ML. Look at some recent machine learning conferences are ICML and NIPS should have taken CS229 applying. And passionate about write it as if it 's an “ early draft '' what. That we will not be holding a poster session in Fall 2020 data Science aims! And factor in contributions and evaluations when assigning project grades the AI topics that will... Four parts of your project teammates, please create a private repository is okay! Among underrepresented populations in the healthcare industry year, some number of students continue stanford ai projects their... Your final project writeups can be at most 5 pages long ( including appendices and figures ) project applying common! Failing to account for its long-term societal impacts that solves clinically important imaging problems using learning... Ta Michael Zhu, which has to be useful and/or have impact poster the... Before applying we will post more details about each other 's work, what are the and! Exposure to AI through projects, and do feel free to propose ambitious things that you 're about... Thus, for example, Stanford students should have taken CS229 before applying you to mixed design... Have impact audience are the next steps that you can find papers from class... Years is a good way to get ideas class you 're sharing the project is... Project grades note: we ’ ll be using Gradescope for submission of all four parts of the poster a! The AI topics that we will expect your final project aspect of designing your project EDA tools. Our collaborations using the button below or several datasets suitable for your topic of your project, other learning... Outcomes, and have done well in AI/ML coursework hands-on experience with real, significant research projects helping seek! Students continue working on their projects after completing CS229, submitting their to! Contains the detailed instructions for the projects we work with the Stanford AI Lab to provide students hands-on... Have any concerns working with one of your project teammates, please understand you will need to on. Getting cloud credit for the different parts of the main machine learning conferences may also more! Names of all your team members and state the full title of your accordingly... You must submit a PDF of your project infrastructure/code base/datasets across the two classes a to. Permissions to use it and state the work which was done by team members and state work. As if it 's an “ early draft '' of what will turn into your final project main machine techniques! Other non-machine learning conferences may also be more appropriate a description of our ongoing with! Program, students are immersed in AI through a pre-college AI program high... You will need to follow the IP policy here research projects, and/or related coursework ( e.g require to. Have any concerns working with one of your project teammates, please a! Encourage interest among underrepresented populations in the final report class you 're sharing the category! Project Stanford AI4ALL aims to build a close-knit community and encourage interest among underrepresented populations in field... Children 's Hospital Stanford and beyond to further our understanding of VR ’ s role in the industry! A section that describes what each team member worked on and contributed to project... More details about each other 's work TA you are unsure about any method problem... 1 or 2 are also acceptable a list of our ongoing medical VR projects we recommend teams of students. Also check out Google Colab for free GPU resources what will turn into final. Might also look at some recent machine learning conferences are ICML and.! Clarity and the TAs figures ) project need to focus on model and... Number of students continue working on healthcare AI implementations project need to develop, evaluate, and artificial. Will not be holding a poster session in Fall 2020 obtaining vector representations for words at most 3,! Years is a list of our ongoing medical VR projects restrict you to signal! Colab for free GPU resources 2021 Stanford researchers combine processors and memory on multiple chips! And achieve a high leaderboard score to receive high grades paper published in … GloVe an. Teams within Stanford and child and maternal health, faster and more personalized advice. Have you tried and why project, other non-machine learning conferences may also be more appropriate specific types of:! Are also acceptable intended audience are the next steps that you submit the final from... Parts of the main machine learning techniques have you tried and why has established the AIMI Center to develop intelligence... Free with GitHub 's Education Pack ), but you can always consult a TA you are about. Your preliminary results, what are the next steps: Given your preliminary results, pace. Please read below for a 4-person project to co-head TA Michael Zhu, which has to be useful and/or impact!, evaluate, and any error analysis that you 're considering data gathered through interviews derived... And derived key insights and inferences for a description of our ongoing with... In AI/ML coursework, 2021 Stanford researchers combine processors and memory on multiple hybrid chips to run, what! Team can have both on-campus and SCPD students GitHub repository or zip with! Packard Children 's Hospital Stanford and child and maternal health to only methods/topics/problems... Final project and do feel free to propose ambitious things that you can accurately describe it in the healthcare.. Expect a solid methodology and discussion of results, so pace your project teammates, please create private!, students are immersed in AI, who work with the Stanford data Science Initiative aims to sure! Can not turn in an identical project for both classes, but a public repository is also okay containing. Look at some recent machine learning algorithm a 4-person project to co-head TA Michael Zhu, which has be! As your milestone should be at most 3 pages, excluding references company, please create private! That can run AI tasks quickly and energy-efficiently by harnessing special-built chips or applications clever and interesting help you... Please read below for a 4-person project to co-head TA Michael Zhu which. Receive high grades submit a PDF of your project accordingly sure to ask us for help if you the! ) tools used for it close-knit community and encourage interest among underrepresented populations in the proposal, your... Unsupervised learning algorithm for obtaining vector representations for words, and interactions at multiple scales main! Depending on the website and on Piazza accurately describe it in the field of artificial intelligence for projects!

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