本项目通过研究网络犯罪有关的法律问题，学习刑法、证据法等相关基础知识，掌握法条、文献及案例检索和分析的研究方法。学生通过研习网络犯罪问题的有关法条及司法解释、案例，讨论网络犯罪的有关罪名的含义、网络犯罪行为的事实认定与定罪量刑等具体的问题，研究如何通过阅读相关法条、文献和案例回答前述问题。学生通过项目最终可以获得发现法学争议、提出有价值的法学研究问题、运用法条、文献和案例检索及分析的研究方法等方面的经验，掌握具体的与研究问题有关的刑法、证据法等相关的知识。

项目将带领学生学习金融市场效率和套利原则、多元投资组合和投资组合理论、目标导向型投资、公募基金、ETF基金、因子投资等知识。学生将在项目结束时提交报告，进行成果展示。

项目将首先回顾包含分类与回归的传统机器学习算法及初步神经网络，而后教授将会介绍用于优化神经网络的数学原理及代码技术。在确保学生具备扎实的理论及编程基础后，项目将进入到关于卷积神经网络原理、架构、优化及应用的核心阶段，学生将根据自身兴趣选择个性化研究课题进行深入研究，在项目结束时提交项目报告，进行成果展示。 In this course, you will be taken from basic topics of artificial neural networks to advanced topics such as convolutions. We will review important introductory concepts such as feedforward networks, gradient descent etc and then dive into convolutional neural networks. 个性化研究课题参考 Suggested Research Fields： 算法优化：图卷积神经网络 Graph Neural Networks 计算机视觉应用：DGD卷积神经网络行人重识别 Person re-identification on DGD convolutional neural networks 自然语言处理应用：基于自联想记忆与卷积神经网络的跨语言情感分类 Auto-associative convolutional neural network based multi-language sentiment classification 推荐系统应用：基于标签卷积神经网络的推荐算法 Personalised recommender system with tagged convolutional neural network

本项目将带领学生探究四个天文学研究热点问题：太阳系、系外行星、引力波和银河中心。从最小的尺度开始，关注太阳系并讨论它的架构和演化，太阳系外天体，系外行星，热木星和环绕双星的行星。随后，本项目则会重点关注最近被 LIGO 和 Virgo 引力波天文台直接探测到的引力波，讨论黑洞等致密物体合并时如何产生引力波，以及在某些情况下，电磁辐射如何与重元素（包括数百个地球质量的金和铂）一起产生，将观测到的引力波源与双星和三星系统等多星系统以及球状星团等致密恒星系统的演化联系起来。最后，本项目将放大到我们自己银河系的中心，观测表明存在一个比太阳重数百万倍的超大质量黑洞，它可以吞噬恒星和较小的致密物体，产生明亮的电磁耀斑，或强大而持久的引力波。通过本项目的学习，学生可以掌握天文学目前研究热点问题，并在项目结束时，提交项目报告，进行成果展示。 个性化研究课题参考： 黑洞双星系统的动力学研究 系外行星的形状与其内部结构 系外行星大气与宜居系外行星研究进展及发展趋势 反弹宇宙学背景下的原初黑洞 This project will lead students to explore four hot issues in astronomy: the solar system, exoplanets, gravitational waves, and the Galactic Center.Starting at the minimal scale, focus on the solar system and discuss its architecture and evolution, extrasolar objects, exoplanets, hot Jupiters, and circumbinary planets.Subsequently, this project will focus on recent gravitational waves directly detected by the LIGO and Virgo gravitational wave observatories, discuss how gravitational waves combine compact objects such as black holes, and in some cases, how electromagnetic radiation is produced with heavy elements (including hundreds of Earth-mass gold and platinum), linking the observed gravitational wave sources with multi-star systems such as binary and Samsung systems and the evolution of compact star systems such as globular clusters.Finally, the project will amplify to the center of our own galaxy, with observations showing the existence of a supermassive black hole millions of times heavier than the Sun that can engulf stars and smaller compact objects, produce bright electromagnetic flares, or powerful and persistent gravitational waves.Through the study of this project, students can grasp the current hot research issues in astronomy, and submit their project reports at the end of the project to show their results. Suggested Future Research Fields: Dynamic study of black-hole binary systems The shape of the exoplanets and their internal structure Progress and development trend of exoplanet atmosphere and habitable exoplanets Promordial black hole in a rebound cosmological background

本项目将循序渐进地讲述共享存储器多线程编程的基础知识，详细解释当今多处理器硬件（多核处理器、图形处理器、加速器、数据中心、仓库规模和超级计算机）对并发程序设计的支持方式，全面考察主流的并发数据结构及其关键设计要素。学生将在导师指导下，针对现有问题，遵循并行程序设计原理，开发或优化机器学习算法。在项目结束时，提交项目报告，进行成果展示。 This course is designed to give students a detailed overview of the key approaches and current research directions in parallel programming and architecture. Using a fast-paced, but still detailed set of lectures, the course will cover different classes of parallel architectures, including multi-core and many-core processors, GPUs, accelerators, datacenters, and warehouse-scale and supercomputers. We will cover key concepts underlying the performance and correctness of execution on these architectures (e.g., coherence, consistency, synchronization, SIMD, etc.). We will also provide an overview of programming models for these architectures (openMP/MPI/CUDA, etc). The lectures will be accompanied with a set of group-based project assignments that will provide students hands-on experience with different machine learning algorithms to solve important tasks. 个性化研究课题参考 Suggested Research Fields： 基于GPU的星图配准算法并行程序设计 Parallel Programming Design of Star Image Registration Based on GPU 多核CPU和并行程序设计语言中的横向局部性与纵向局部性对比研究 A Comparative Study of Horizontal and Vertical Locality in Multi-core CPU and Parallel programming 多核处理器关键技术及发展趋势研究 Research on Development Trend and Key Techniques for Multi-core Processors 在电子游戏中实现并行编程 Parallel Programming in Video Games

This course provides an introduction to a modern web development in Java. Creating web applications requires various approaches and involves the integration of numerous technologies. The course is designed for beginners and explains the specifics of Java web development. The topics covered include object-oriented paradigm for programming (in Java); building modern web pages with HTML, CSS, servlets, JSP, JavaScript and XML; using professional tools on team project. Students are expected to participate in a group final class project to apply the learned concepts. 本项目将介绍现代的基于Java的网站开发。创建web应用程序需要多种方法，并涉及到多种技术的集成。本项目旨在让学生了解Java web开发的细节,所涵盖的主题包括面向对象的编程范式(Java);用HTML、CSS、servlet、JSP、JavaScript和XML构建现代网页;在团队项目中使用专业工具。学生将随着项目的进行,整理用户需求,完成原型设计，并最使用上述工具编写代码、开发网站。学生将在项目结束时，进行demo展示。 个性化研究课题参考 Suggested Research Fields 类亚马逊购物网站开发 Building the front end of a shopping website 优化现有学校官方网站界面 Beautify your school’s current official website

This program provides an overview and introduction to storytelling using virtual environments and/or 360 degree video. Students will learn about the history of Virtual Reality (VR) and its relation to other media arts as a basis for creating their own immersive narrative or documentary experiences using easily accessible hardware and software. We will ask and answer questions such as: • What are the special challenges and opportunities when working with immersive media? • What experiences can be achieved with immersive media that are not available in any other medium? • What kinds of stories or experiences work best for immersive media? • What are the most effective platforms for delivery? • How can immersive audio be used most effectively? • What are the limitations of immersive media? • What is the future of virtual reality for storytelling? Students will need access to a consumer grade 360 video camera or prior skills using a 3D game engine such as Unreal or Unity to complete assignments. No prior technical experience is required. Access to a home VR display system is helpful but not required. 本项目将提供了一个概述和介绍使用虚拟环境和/或360度全景视频讲故事。学生将学习虚拟现实(VR)的历史及其与其他媒体艺术的关系，以此为基础，使用易于获取的硬件和软件，创造自己的沉浸式场景体验。项目将就沉浸式体验的独特性、交付平台及未来发展应用深入讨论及实践，学生将在项目结束时，搭建自己的虚拟场景

项目内容包括机器学习与数据科学概论、商业分析中市场数据处理的机器学习技术与算法、Python与Jupiter notebooks交互式学习、机器学习库、股市预测等。学生将在项目中学习如何使用机器学习完成商业市场数据分析，进行股市预测，在项目结束时，提交项目报告，进行成果展示。

In this program we will study the pricing and hedging of financial derivatives in the benchmark models used in financial engineering, the binomial tree model and the Black-Scholes-Merton model. We will also discuss popular extensions to those models, such as stochastic volatility models, and suggest more recent models for projects or further research, such as rough volatility models. Suggested Research Fields: Recent popular option pricing models, such as rough volatility models or recent models with jumps. 在本项目中，我们将研究金融工程中使用的基准模型、二叉树模型以及布莱克-舒尔斯模型中金融衍生品的定价和对冲。我们还将讨论这些模型最近比较流行的扩展方向，例如随机波动率模型，并介绍一些新型模型，为后续的项目或深度研究做准备，例如粗略波动率模型。

本项目专注于区块链系统的技术细节和应用。导师将首先介绍以太坊区块链的系统架构专注于以太坊虚拟机和智能合约。随后，教授将从语法、类型和架构设计来分析Solidity 编程语言。教授还将介绍以太坊分散应用程序(dApps)当前的标准和框架，以及如何在主流大云上实现和部署区块链解决方案。最后导师将提出一个区块链生态系统的当前状态概述，说明该技术的风险、挑战和局限性。在项目中，学生将在导师指导下理解、设计、应用区块链技术。项目结束时，学生将提交项目报告，进行成果展示。This lecture provides an overview of Blockchain systems and related systems engineering, focusing on technical details and applications of blockchain systems. The course first demonstrates the system architecture of the Ethereum blockchain with a focus on the Ethereum Virtual Machine and smart contracts. Subsequently, the Solidity language is explained in terms of syntax, types, and design. Ethereum decentralized applications(dApps) are illustrated with current standards and frameworks, and specifics of dApps development are introduced. The course then demonstrates how to implement and deploy blockchain solutions on the mainstream big clouds. The course inspects the risks, challenges, and limitations of the technology and presents an overview of the current state of the blockchain ecosystem. 个性化研究课题参考 Suggested Research Fields 比特币区块链的数据结构与工作原理Data Structure and the Working Principles of the Bitcoin Blockchain 智能金融交易机器人 Smart Fintech Trading Robots 加密哈希函数Cryptographic Hash Functions 加密数字身份证与疫苗护照管理Secure Digital Identity and Vaccine Passport Management

Rapid advances in digital technologies and democratized access to the entrepreneurial stack presents individuals with a once-in-a-generation opportunity to build new products and services that change the world. Building Transformational Businesses is a high-intensity, experiential workshop that will help you become a world-class builder. Through a combination of instruction, action, and critique, participants work through a process of identifying, refining and de-risking new venture opportunities. Along the way, participants build a builder’s mindset — a collection of habits, behaviors, and leadership styles, that make you a more effective problem solver, a thoughtful entrepreneur and teach you to lead in high-uncertainty environments—skills that are key to contemporary careers in business, technology, and public-service. Rapid advances in digital technologies and democratized access to the entrepreneurial stack presents individuals with a once-in-a-generation opportunity to build new products and services that change the world. Building Transformational Businesses is a high-intensity, experiential workshop that will help you become a world-class builder. Through a combination of instruction, action, and critique, participants work through a process of identifying, refining and de-risking new venture opportunities. Along the way, participants build a builder’s mindset — a collection of habits, behaviors, and leadership styles, that make you a more effective problem solver, a thoughtful entrepreneur and teach you to lead in high-uncertainty environments — skills that are key to contemporary careers in business, technology, and public-service. 数字技术的快速发展和创业组合的大众化为现今个体提供了千载难逢的机会，来打造改变世界的新产品和服务。本项目是一个高密集度的体验式项目，项目将帮助学生成为一个具有世界级思维的商业建造者。 通过指导、实践和评审的结合，学生将体验一个完整的识别、提炼和消除新风险机会的过程。在这个过程中,学生将逐渐建立起一个从行为习惯到领导风格的商业建造者心态,成为一个能更有效的解决问题,有思想的企业家,并在高度不确定性的环境中进行有序的工作，这也同时是商业、技术、公共服务领域中不可或缺的技能。

项目将首先回顾包含分类与回归的传统机器学习算法及初步神经网络，而后教授将会介绍用于优化神经网络的数学原理及代码技术。在确保学生具备扎实的理论及编程基础后，项目将进入到关于卷积神经网络原理、架构、优化及应用的核心阶段，学生将根据自身兴趣选择个性化研究课题进行深入研究，在项目结束时提交项目报告，进行成果展示。 In this course, you will be taken from basic topics of artificial neural networks to advanced topics such as convolutions. We will review important introductory concepts such as feedforward networks, gradient descent etc and then dive into convolutional neural networks. 个性化研究课题参考 Suggested Research Fields： 算法优化：图卷积神经网络 Graph Neural Networks 计算机视觉应用：DGD卷积神经网络行人重识别 Person re-identification on DGD convolutional neural networks 自然语言处理应用：基于自联想记忆与卷积神经网络的跨语言情感分类 Auto-associative convolutional neural network based multi-language sentiment classification 推荐系统应用：基于标签卷积神经网络的推荐算法 Personalised recommender system with tagged convolutional neural network

项目内容包括波特五力模型、非市场战略解读、国际政治经济学理论、国际经济、国际制度演变等。学生将通过项目全面培养独立思辩与批判能力，对国际政治与经济形成独到的见解，在项目结束时提交报告，进行成果展示。

This course provides students with basic institutional background of the derivatives contracts, such as forwards, futures, and options. It also provides students with a framework to understand the fundamental concepts and to develop the necessary skills used in valuing derivative contracts. This will include emphasis on the key concept of “No Arbitrage Principle”, and on the two workhorses of the binomial model and the Black-Sholes model. In particular, the course introduces the concepts of no arbitrage, self-financing trading and pricing by replication in the context of the binomial model. The course also develops the well-known risk-neutral probability as a unified approach to derivatives pricing, which can be applied to various forms of derivative contracts. 本项目以基本的金融衍生合约基本制度为背景，例如远期，期货和期权，向学生提供一个知识框架，从而更好的了解基本概念并拥有用于评估衍生产品的技能，其中包括非常关键的“无套利原则”的概念，以及二项式模型和黑洞模型两个重要模型。 在二项式模型中，我们将学习无套利、自筹资金交易和复制定价的概念。项目还将包括中性风险概率问题，作为统一的衍生产品定价方法，该方法可应用于各种形式的衍生品定价环节。 个性化研究课题参考： 制定更复杂的金融衍生产品的定价方法 动态编程方法，例如早期美国期权 评估并改善风险对冲策略

People are prone to overindulge in behaviors that are immediately gratifying. In this course we will introduce psychology (and some neuroscience) that will help to clarify why this is the case. We will also examine how individuals sometimes succeed in pursuing their long-term goals, despite strong motivations for immediate gratification. Once we have covered the foundations of the course, we will apply what we have learned to three domains: binge eating, overuse of social media, and gaming disorder. Students will focus on one of these domains in the final project for the course. 在本项目中，学生将接触到泛心理学研究以及一些神经科学相关的知识，用于揭示本项目研究重点“人类的成瘾行为”形成的根本原因。同时项目也将带领学生探究人类个体追求长线目标时候的心理状态变化及其成因。在项目介绍完人格心理学的基本研究要素之后，学生将应用所学知识，拓展研究三个现代社会的普遍问题：暴饮暴食、游戏成瘾和社交媒体依赖症。学生将在这三个领域中选择一个作为自己的期末课题，并在导师指导下深入探究。深化自身观点的同时完成内容输出，丰富自身知识，也可作为未来研究发展方向的内容储备。学生将在项目结束时提交课题报告，并完成演讲及成果展示。

项目内容包括生物传感理论、蛋白质折叠过程、单分子检测技术、荧光光谱应用、非标记检测技术等。学生将通过项目了解生物传感器的类型和运作机制，掌握单分子生物传感器等前沿生物传感技术，在项目结束时提交项目报告，进行成果展示。 个性化研究课题参考： 光学传感方法的构建及其在环境检测中的应用 纳米复合材料光电化学传感应用研究 纸基折叠电池的制备与化学传感应用 新型光化学传感分子的设计合成与分子识别研究 This project includes the knowledge of biosensing theory, protein folding process, single-molecule detection technology, fluorescence spectroscopy application, non-label detection technology, etc. Students will learn about the types and operating mechanisms of biosensors, cutting-edge biosensing technologies such as single-molecule biosensors, and submit a reasearch report at the end of the project to show their results. Suggested Future Research Fields: The construction of optical sensing method and its application in environmental detection Research on application of nanocomposite photoelectrochemical sensing Preparation and chemical sensing application of paper-based folding battery Design, synthesis and molecular recognition of new type photochemical sensor molecules

项目主要涵盖材料物理学的基础理论及相关概念，重点讲授分子动力学、蒙特卡洛法在材料科学中的应用，引导学生进行原子尺度的材料基础建模。学生将了解到材料模拟中的多个时空尺度及其背后的理论联系，掌握每种技术有关的基本算法实现。最终以小组为单位，对特殊材料进行综合性建模并出具细节性研究报告。通过项目，学生将掌握基本的计算模拟理念和方法，充分了解材料计算与模拟这一现代材料学不可或缺的新型研究方法。 个性化研究课题参考： 计算化学方法在基于受体结构的药物分子设计中的应用 金属—有机骨架材料的吸附分离机理及功能化的计算化学研究 计算化学在确定天然产物绝对构型中的应用 This project is talking about basic theories of materials physics, application of molecular dynamics and Monte Carlo method in materials science. Students will understand the multiple temporal and spatial scales in material simulation and the theoretical connections behind them, master the basic algorithm implementation related to each technology. Finally, the students will model some special materials. Through this project, students will master the basic calculation and simulation methods, understand how to calculate and simulate materials. Suggested Future Research Fields: Application of Computational Chemistry Methods in the Design of Drug Molecules Based on Receptor Structure Computational Chemistry Study on the Mechanism of Adsorption and Separation of Metal-Organic Frameworks and Functionalization Application of Computational Chemistry in Determining the Absolute Configuration of Natural Products

项目主要涵盖材料物理学的基础理论及相关概念，重点讲授分子动力学、蒙特卡洛法在材料科学中的应用，引导学生进行原子尺度的材料基础建模。学生将了解到材料模拟中的多个时空尺度及其背后的理论联系，掌握每种技术有关的基本算法实现。最终以小组为单位，对特殊材料进行综合性建模并出具细节性研究报告。通过项目，学生将掌握基本的计算模拟理念和方法，充分了解材料计算与模拟这一现代材料学不可或缺的新型研究方法。 个性化研究课题参考： 计算化学方法在基于受体结构的药物分子设计中的应用 金属—有机骨架材料的吸附分离机理及功能化的计算化学研究 计算化学在确定天然产物绝对构型中的应用 This project is talking about basic theories of materials physics, application of molecular dynamics and Monte Carlo method in materials science. Students will understand the multiple temporal and spatial scales in material simulation and the theoretical connections behind them, master the basic algorithm implementation related to each technology. Finally, the students will model some special materials. Through this project, students will master the basic calculation and simulation methods, understand how to calculate and simulate materials. Suggested Future Research Fields: Application of Computational Chemistry Methods in the Design of Drug Molecules Based on Receptor Structure Computational Chemistry Study on the Mechanism of Adsorption and Separation of Metal-Organic Frameworks and Functionalization Application of Computational Chemistry in Determining the Absolute Configuration of Natural Products

项目内容包括计算天体物理、宇宙学、星系物理、星系形成模拟方法等理论知识与案例实战。学生将通过项目了解前沿星系形成理论、星系模拟理论和编码，完成星系形成模拟。学生将在课程结束时提交项目报告，进行成果展示。 个性化研究课题参考： 高纯锗探测器在粒子物理与天体物理中的应用 星系恒星形成历史及特性演化研究 原初和主序星系在不同尺度下的恒星形成 The students learn about the basics of cosmology, astrophysics and how galaxies form. They use analytical and numerical methods to study the evolution of our universe. They will submit a project report at the end of this project and display their results. Suggested Research Fields： Application of High Purity Germanium Detector in Particle Physics and Astrophysics Research on the Formation History and Characteristic Evolution of Galaxy Stars Star formation in primordial and main sequence galaxies at different scales

项目主要涵盖材料物理学的基础理论及相关概念，重点讲授分子动力学、蒙特卡洛法在材料科学中的应用，引导学生进行原子尺度的材料基础建模。学生将了解到材料模拟中的多个时空尺度及其背后的理论联系，掌握每种技术有关的基本算法实现。最终以小组为单位，对特殊材料进行综合性建模并出具细节性研究报告。通过项目，学生将掌握基本的计算模拟理念和方法，充分了解材料计算与模拟这一现代材料学不可或缺的新型研究方法。 个性化研究课题参考： 计算化学方法在基于受体结构的药物分子设计中的应用 金属—有机骨架材料的吸附分离机理及功能化的计算化学研究 计算化学在确定天然产物绝对构型中的应用 This project is talking about basic theories of materials physics, application of molecular dynamics and Monte Carlo method in materials science. Students will understand the multiple temporal and spatial scales in material simulation and the theoretical connections behind them, master the basic algorithm implementation related to each technology. Finally, the students will model some special materials. Through this project, students will master the basic calculation and simulation methods, understand how to calculate and simulate materials. Suggested Future Research Fields: Application of Computational Chemistry Methods in the Design of Drug Molecules Based on Receptor Structure Computational Chemistry Study on the Mechanism of Adsorption and Separation of Metal-Organic Frameworks and Functionalization Application of Computational Chemistry in Determining the Absolute Configuration of Natural Products

项目内容包括生物传感理论、蛋白质折叠过程、单分子检测技术、荧光光谱应用、非标记检测技术等。学生将通过项目了解生物传感器的类型和运作机制，掌握单分子生物传感器等前沿生物传感技术，在项目结束时提交项目报告，进行成果展示。 个性化研究课题参考： 光学传感方法的构建及其在环境检测中的应用 纳米复合材料光电化学传感应用研究 纸基折叠电池的制备与化学传感应用 新型光化学传感分子的设计合成与分子识别研究 This project includes the knowledge of biosensing theory, protein folding process, single-molecule detection technology, fluorescence spectroscopy application, non-label detection technology, etc. Students will learn about the types and operating mechanisms of biosensors, cutting-edge biosensing technologies such as single-molecule biosensors, and submit a reasearch report at the end of the project to show their results. Suggested Future Research Fields: The construction of optical sensing method and its application in environmental detection Research on application of nanocomposite photoelectrochemical sensing Preparation and chemical sensing application of paper-based folding battery Design, synthesis and molecular recognition of new type photochemical sensor molecules

项目内容包括计算天体物理、宇宙学、星系物理、星系形成模拟方法等理论知识与案例实战。学生将通过项目了解前沿星系形成理论、星系模拟理论和编码，完成星系形成模拟。学生将在课程结束时提交项目报告，进行成果展示。 个性化研究课题参考： 高纯锗探测器在粒子物理与天体物理中的应用 星系恒星形成历史及特性演化研究 原初和主序星系在不同尺度下的恒星形成 The students learn about the basics of cosmology, astrophysics and how galaxies form. They use analytical and numerical methods to study the evolution of our universe. They will submit a project report at the end of this project and display their results. Suggested Research Fields： Application of High Purity Germanium Detector in Particle Physics and Astrophysics Research on the Formation History and Characteristic Evolution of Galaxy Stars Star formation in primordial and main sequence galaxies at different scales

项目主要涵盖材料物理学的基础理论及相关概念，重点讲授分子动力学、蒙特卡洛法在材料科学中的应用，引导学生进行原子尺度的材料基础建模。学生将了解到材料模拟中的多个时空尺度及其背后的理论联系，掌握每种技术有关的基本算法实现。最终以小组为单位，对特殊材料进行综合性建模并出具细节性研究报告。通过项目，学生将掌握基本的计算模拟理念和方法，充分了解材料计算与模拟这一现代材料学不可或缺的新型研究方法。 个性化研究课题参考： 计算化学方法在基于受体结构的药物分子设计中的应用 金属—有机骨架材料的吸附分离机理及功能化的计算化学研究 计算化学在确定天然产物绝对构型中的应用 This project is talking about basic theories of materials physics, application of molecular dynamics and Monte Carlo method in materials science. Students will understand the multiple temporal and spatial scales in material simulation and the theoretical connections behind them, master the basic algorithm implementation related to each technology. Finally, the students will model some special materials. Through this project, students will master the basic calculation and simulation methods, understand how to calculate and simulate materials. Suggested Future Research Fields: Application of Computational Chemistry Methods in the Design of Drug Molecules Based on Receptor Structure Computational Chemistry Study on the Mechanism of Adsorption and Separation of Metal-Organic Frameworks and Functionalization Application of Computational Chemistry in Determining the Absolute Configuration of Natural Products

项目内容包括生物传感理论、蛋白质折叠过程、单分子检测技术、荧光光谱应用、非标记检测技术等。学生将通过项目了解生物传感器的类型和运作机制，掌握单分子生物传感器等前沿生物传感技术，在项目结束时提交项目报告，进行成果展示。 个性化研究课题参考： 光学传感方法的构建及其在环境检测中的应用 纳米复合材料光电化学传感应用研究 纸基折叠电池的制备与化学传感应用 新型光化学传感分子的设计合成与分子识别研究 This project includes the knowledge of biosensing theory, protein folding process, single-molecule detection technology, fluorescence spectroscopy application, non-label detection technology, etc. Students will learn about the types and operating mechanisms of biosensors, cutting-edge biosensing technologies such as single-molecule biosensors, and submit a reasearch report at the end of the project to show their results. Suggested Future Research Fields: The construction of optical sensing method and its application in environmental detection Research on application of nanocomposite photoelectrochemical sensing Preparation and chemical sensing application of paper-based folding battery Design, synthesis and molecular recognition of new type photochemical sensor molecules

项目将首先回顾包含分类与回归的传统机器学习算法及初步神经网络，而后教授将会介绍用于优化神经网络的数学原理及代码技术。在确保学生具备扎实的理论及编程基础后，项目将进入到关于卷积神经网络原理、架构、优化及应用的核心阶段，学生将根据自身兴趣选择个性化研究课题进行深入研究，在项目结束时提交项目报告，进行成果展示。 In this course, you will be taken from basic topics of artificial neural networks to advanced topics such as convolutions. We will review important introductory concepts such as feedforward networks, gradient descent etc and then dive into convolutional neural networks. 个性化研究课题参考 Suggested Research Fields： 算法优化：图卷积神经网络 Graph Neural Networks 计算机视觉应用：DGD卷积神经网络行人重识别 Person re-identification on DGD convolutional neural networks 自然语言处理应用：基于自联想记忆与卷积神经网络的跨语言情感分类 Auto-associative convolutional neural network based multi-language sentiment classification 推荐系统应用：基于标签卷积神经网络的推荐算法 Personalised recommender system with tagged convolutional neural network

项目内容主要包括商业谈判技巧和实战。通过项目，学生将掌握如何为一场谈判做准备，判断谈判双方利益平衡点，在谈判中提升话语说服力，最终能够熟练运用谈判技巧提升谈判胜率。学生将在项目结束时自选主题，提交项目报告，进行成果展示。

项目内容包括波特五力模型、非市场战略解读、国际政治经济学理论、国际经济、国际制度演变等。学生将通过项目全面培养独立思辩与批判能力，对国际政治与经济形成独到的见解，在项目结束时提交报告，进行成果展示。

Rapid advances in digital technologies and democratized access to the entrepreneurial stack presents individuals with a once-in-a-generation opportunity to build new products and services that change the world. Building Transformational Businesses is a high-intensity, experiential workshop that will help you become a world-class builder. Through a combination of instruction, action, and critique, participants work through a process of identifying, refining and de-risking new venture opportunities. Along the way, participants build a builder’s mindset — a collection of habits, behaviors, and leadership styles, that make you a more effective problem solver, a thoughtful entrepreneur and teach you to lead in high-uncertainty environments—skills that are key to contemporary careers in business, technology, and public-service. Rapid advances in digital technologies and democratized access to the entrepreneurial stack presents individuals with a once-in-a-generation opportunity to build new products and services that change the world. Building Transformational Businesses is a high-intensity, experiential workshop that will help you become a world-class builder. Through a combination of instruction, action, and critique, participants work through a process of identifying, refining and de-risking new venture opportunities. Along the way, participants build a builder’s mindset — a collection of habits, behaviors, and leadership styles, that make you a more effective problem solver, a thoughtful entrepreneur and teach you to lead in high-uncertainty environments — skills that are key to contemporary careers in business, technology, and public-service. 数字技术的快速发展和创业组合的大众化为现今个体提供了千载难逢的机会，来打造改变世界的新产品和服务。本项目是一个高密集度的体验式项目，项目将帮助学生成为一个具有世界级思维的商业建造者。 通过指导、实践和评审的结合，学生将体验一个完整的识别、提炼和消除新风险机会的过程。在这个过程中,学生将逐渐建立起一个从行为习惯到领导风格的商业建造者心态,成为一个能更有效的解决问题,有思想的企业家,并在高度不确定性的环境中进行有序的工作，这也同时是商业、技术、公共服务领域中不可或缺的技能。

In this program we will study the pricing and hedging of financial derivatives in the benchmark models used in financial engineering, the binomial tree model and the Black-Scholes-Merton model. We will also discuss popular extensions to those models, such as stochastic volatility models, and suggest more recent models for projects or further research, such as rough volatility models. Suggested Research Fields: Recent popular option pricing models, such as rough volatility models or recent models with jumps. 在本项目中，我们将研究金融工程中使用的基准模型、二叉树模型以及布莱克-舒尔斯模型中金融衍生品的定价和对冲。我们还将讨论这些模型最近比较流行的扩展方向，例如随机波动率模型，并介绍一些新型模型，为后续的项目或深度研究做准备，例如粗略波动率模型。

项目内容涉及统计数据科学的沿革及其在公共卫生和生物医疗领域的应用，探索性分析、线性回归分析、时间序列回归分析，模型比较、评估与诊断等。学生将在项目中围绕空气污染与健康或COVID相关公共卫生或生物医学问题展开探究，使用Excel和R对样本公共卫生或生物医学数据集进行分析，在项目结束时，提交项目报告，进行成果展示。 个性化研究课题参考： 传染病预测预警 生物统计模型在PAHs致人群健康损害危险度评价中的应用研究 生物统计学在降血糖新药疗效评估中的应用 This project involves the evolution of statistical data science and its application in the fields of public health and biomedicine, exploratory analysis, linear regression analysis, time series regression analysis, model comparison, evaluation, and diagnosis. In this project, students will study with the public health problem related to air pollution or biomedical issues related to COVID, use Excel and R to analyze sample public health or biomedical data, submit their research report at the end of the project to show their results. Suggested Future Research Fields: Infectious disease prediction and warning Research on the application of biostatistics model in the evaluation of the risk of population health damage caused by PAHs Application of Biostatistics in Evaluating the Efficacy of New Drugs for Lowering Blood Sugar

Rapid advances in digital technologies and democratized access to the entrepreneurial stack presents individuals with a once-in-a-generation opportunity to build new products and services that change the world. Building Transformational Businesses is a high-intensity, experiential workshop that will help you become a world-class builder. Through a combination of instruction, action, and critique, participants work through a process of identifying, refining and de-risking new venture opportunities. Along the way, participants build a builder’s mindset — a collection of habits, behaviors, and leadership styles, that make you a more effective problem solver, a thoughtful entrepreneur and teach you to lead in high-uncertainty environments—skills that are key to contemporary careers in business, technology, and public-service. Rapid advances in digital technologies and democratized access to the entrepreneurial stack presents individuals with a once-in-a-generation opportunity to build new products and services that change the world. Building Transformational Businesses is a high-intensity, experiential workshop that will help you become a world-class builder. Through a combination of instruction, action, and critique, participants work through a process of identifying, refining and de-risking new venture opportunities. Along the way, participants build a builder’s mindset — a collection of habits, behaviors, and leadership styles, that make you a more effective problem solver, a thoughtful entrepreneur and teach you to lead in high-uncertainty environments — skills that are key to contemporary careers in business, technology, and public-service. 数字技术的快速发展和创业组合的大众化为现今个体提供了千载难逢的机会，来打造改变世界的新产品和服务。本项目是一个高密集度的体验式项目，项目将帮助学生成为一个具有世界级思维的商业建造者。 通过指导、实践和评审的结合，学生将体验一个完整的识别、提炼和消除新风险机会的过程。在这个过程中,学生将逐渐建立起一个从行为习惯到领导风格的商业建造者心态,成为一个能更有效的解决问题,有思想的企业家,并在高度不确定性的环境中进行有序的工作，这也同时是商业、技术、公共服务领域中不可或缺的技能。

项目内容包括机器学习与数据科学概论、商业分析中市场数据处理的机器学习技术与算法、Python与Jupiter notebooks交互式学习、机器学习库、股市预测等。学生将在项目中学习如何使用机器学习完成商业市场数据分析，进行股市预测，在项目结束时，提交项目报告，进行成果展示。

项目从传统能源材料与新能源材料的异同切入，进而带领学生走进种类繁多的新能源材料世界。其中将会涉及到诸多纳米技术与电池材料基本原理，如物理化学、金属材料、固体物理和电化学中关于材料的结构组成、制备、性能、能量存储与转换等多学科交叉的知识。在整个项目中，我们将以特斯拉的电池材料为主线举例，让学生在接受理论的同时了解到其最新的工业应用。学生将在项目结束后，提交项目报告，进行成果展示。 个性化研究课题参考： 特定类型的电池及其整体结构对电池寿命的影响 不同类型的电解质–固体电解质及液体电解质 合理提高电池能量密度的监管问题 电动汽车车架和车厢使用的复合材料及其质量效应 This project starts with discussing the similarities and differences between traditional energy materials and new energy materials and leads students into the world of new energy materials. This project will involve many basic principles of nanotechnology and battery materials, such as physical chemistry, metal materials, solid-state physics and electrochemistry on the structure, preparation, performance, energy storage and conversion of materials, and other interdisciplinary knowledge. Tesla’s battery materials will act as an example throughout the project, students can understand the latest industrial applications. Students will submit a research report at the end of this project to show their results. Suggested Future Research Fields: The impact of specific types and overall structure of batteries on battery life Different types of electrolytes---solid electrolytes and liquid electrolytes Regulatory issues for rationally increasing battery energy density Composite materials used in electric vehicle frames and compartments and their mass effects

项目内容包括生物传感理论、蛋白质折叠过程、单分子检测技术、荧光光谱应用、非标记检测技术等。学生将通过项目了解生物传感器的类型和运作机制，掌握单分子生物传感器等前沿生物传感技术，在项目结束时提交项目报告，进行成果展示。 个性化研究课题参考： 光学传感方法的构建及其在环境检测中的应用 纳米复合材料光电化学传感应用研究 纸基折叠电池的制备与化学传感应用 新型光化学传感分子的设计合成与分子识别研究 This project includes the knowledge of biosensing theory, protein folding process, single-molecule detection technology, fluorescence spectroscopy application, non-label detection technology, etc. Students will learn about the types and operating mechanisms of biosensors, cutting-edge biosensing technologies such as single-molecule biosensors, and submit a reasearch report at the end of the project to show their results. Suggested Future Research Fields: The construction of optical sensing method and its application in environmental detection Research on application of nanocomposite photoelectrochemical sensing Preparation and chemical sensing application of paper-based folding battery Design, synthesis and molecular recognition of new type photochemical sensor molecules

项目内容包括生物传感理论、蛋白质折叠过程、单分子检测技术、荧光光谱应用、非标记检测技术等。学生将通过项目了解生物传感器的类型和运作机制，掌握单分子生物传感器等前沿生物传感技术，在项目结束时提交项目报告，进行成果展示。 个性化研究课题参考： 光学传感方法的构建及其在环境检测中的应用 纳米复合材料光电化学传感应用研究 纸基折叠电池的制备与化学传感应用 新型光化学传感分子的设计合成与分子识别研究 This project includes the knowledge of biosensing theory, protein folding process, single-molecule detection technology, fluorescence spectroscopy application, non-label detection technology, etc. Students will learn about the types and operating mechanisms of biosensors, cutting-edge biosensing technologies such as single-molecule biosensors, and submit a reasearch report at the end of the project to show their results. Suggested Future Research Fields: The construction of optical sensing method and its application in environmental detection Research on application of nanocomposite photoelectrochemical sensing Preparation and chemical sensing application of paper-based folding battery Design, synthesis and molecular recognition of new type photochemical sensor molecules

项目内容为商业分析核心知识与技能，包括统计分析、概率分布、决策分析、抽样分布、置信区间、假设检验、回归模型等。其中，概率模型侧重不确定性和风险处理；统计分析侧重数据呈现以及如何通过数据获取有用信息和有效推论；优化模型和决策分析侧重运用数据进行决策。学生将在项目中运用Excel或Mintab进行商业数据分析，在项目结束时提交报告，进行成果展示。

博弈论是现代经济学的语言，它的理论分析涉及到战略行为中所有的社会和经济互动，不仅限于社会科学，在计算机科学，生物学和其他学术学科中也占有重要地位。本项目将向学生介绍主要的博弈论概念，和博弈论在现实生活中的各类应用，包括公司应如何定价、设计广告活动然后进入新市场，如何在足球比赛中合理犯规，如何进行谈判，拍卖中使用的出价策略以及如何玩扑克。 最重要的是，后续学生可以通过战略角度来考虑日常生活中的许多情况。 个性化研究课题参考： 1.从博弈论的角度谈英国脱欧 2.卖房的最佳机制是什么？ 3.核武器对世界的稳定与和平有贡献吗？ 4.垄断市场的价格战：战略方法探究 5.社交网络的博弈论分析：为什么他们不向用户收费？ Game Theory is the language of modern Economics. Any social and economic interactions which involve strategic behaviour are analysed using game theoretical toolbox. However, Game Theory is not restricted to social sciences, but also occupies and important place in computer science, biology and other academic disciplines. This course gives you an introduction to main game-theoretic concepts, but also covers various real life applications, ranging from how firms should set prices, design advertising campaigns and enter new markets, how to shoot penalties in football games, how to negotiate, which bidding strategies to use in auctions and how to play poker. Most importantly, it teaches you to think strategically about many instances of your everyday life. Sample research topics: 1.Negotiations over Brexit from game-theoretic perspective. 2.What would be the optimal mechanism to sell my house? 3.Do nuclear weapons contribute to stability and peace in the world? 4.Price wars in oligopolistic markets: a strategic approach. 5.Game-theoretic analysis of social networks: why don’t they charge their users?

项目内容包括波特五力模型、非市场战略解读、国际政治经济学理论、国际经济、国际制度演变等。学生将通过项目全面培养独立思辩与批判能力，对国际政治与经济形成独到的见解，在项目结束时提交报告，进行成果展示。

This program provides an overview and introduction to storytelling using virtual environments and/or 360 degree video. Students will learn about the history of Virtual Reality (VR) and its relation to other media arts as a basis for creating their own immersive narrative or documentary experiences using easily accessible hardware and software. We will ask and answer questions such as: • What are the special challenges and opportunities when working with immersive media? • What experiences can be achieved with immersive media that are not available in any other medium? • What kinds of stories or experiences work best for immersive media? • What are the most effective platforms for delivery? • How can immersive audio be used most effectively? • What are the limitations of immersive media? • What is the future of virtual reality for storytelling? Students will need access to a consumer grade 360 video camera or prior skills using a 3D game engine such as Unreal or Unity to complete assignments. No prior technical experience is required. Access to a home VR display system is helpful but not required. 本项目将提供了一个概述和介绍使用虚拟环境和/或360度全景视频讲故事。学生将学习虚拟现实(VR)的历史及其与其他媒体艺术的关系，以此为基础，使用易于获取的硬件和软件，创造自己的沉浸式场景体验。项目将就沉浸式体验的独特性、交付平台及未来发展应用深入讨论及实践，学生将在项目结束时，搭建自己的虚拟场景

项目从传统能源材料与新能源材料的异同切入，进而带领学生走进种类繁多的新能源材料世界。其中将会涉及到诸多纳米技术与电池材料基本原理，如物理化学、金属材料、固体物理和电化学中关于材料的结构组成、制备、性能、能量存储与转换等多学科交叉的知识。在整个项目中，我们将以特斯拉的电池材料为主线举例，让学生在接受理论的同时了解到其最新的工业应用。学生将在项目结束后，提交项目报告，进行成果展示。 个性化研究课题参考： 特定类型的电池及其整体结构对电池寿命的影响 不同类型的电解质–固体电解质及液体电解质 合理提高电池能量密度的监管问题 电动汽车车架和车厢使用的复合材料及其质量效应 This project starts with discussing the similarities and differences between traditional energy materials and new energy materials and leads students into the world of new energy materials. This project will involve many basic principles of nanotechnology and battery materials, such as physical chemistry, metal materials, solid-state physics and electrochemistry on the structure, preparation, performance, energy storage and conversion of materials, and other interdisciplinary knowledge. Tesla’s battery materials will act as an example throughout the project, students can understand the latest industrial applications. Students will submit a research report at the end of this project to show their results. Suggested Future Research Fields: The impact of specific types and overall structure of batteries on battery life Different types of electrolytes---solid electrolytes and liquid electrolytes Regulatory issues for rationally increasing battery energy density Composite materials used in electric vehicle frames and compartments and their mass effects