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Toptal与骑士内部团队合作,加速开发新的前端框架, 这将为新粉丝俱乐部的用户提供无缝的订阅和支付流程. The Cavaliers were able to launch Wine & 在NBA总决赛第一场比赛前两天, 让数以百万计的球迷在网上与球队互动. View More
![](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fcategory%2Fslides%2Fquote%2F7963465%2Fimage%2Foptimized%2FCorporate-Office-Building-Logo-Mockup-Free-Download-scaled_1-ca67177f0819194e55070b577e4b612b.jpg)
Toptal一直是我的秘密武器,因为它汇集了前所未有的高素质人才.
![Vladimir Mitrovic](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fcategory%2Fslides%2Ftalent%2F7963466%2Fimage%2Foptimized%2FVladimir_min-3ce4b379ff5982383db1d50f5044eec0.png)
Computer Graphics Developer
Previously at
Engineering Experience
11+ Years
TRUSTED BY LEADING BRANDS
OUR SERVICES
Technology Services Capabilities
Toptal帮助企业解决当前的挑战,并抓住未来的机会,以加速增长和大规模的创新转型.
![Artificial Intelligence](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fcategory_page%2Fpractices_section%2Fpractice%2F7963442%2Ficon%2Foptimized%2FArtificial%252C%2520intelligence%252C%2520ai%2520%25281%2529-3965699c28cffc6530938e293dd624b3.png)
![Data Analytics](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fcategory_page%2Fpractices_section%2Fpractice%2F7963440%2Ficon%2Foptimized%2FData__analysis__magnifying_glass__research-349bbca20e5e60a6eb78825f264105ed.png)
![Business Process Automation](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fcategory_page%2Fpractices_section%2Fpractice%2F7963446%2Ficon%2Foptimized%2FGears__cogs__work__management__group__syncronization__1_-afdd8b084d37eb7c5e32df411ee209ea.png)
- Team Lead
Adrian Gonzalez
Generative AI Expert
Previously at
Denis Volk
AI Engineer
Previously at
Filip Boltuzic
Machine Learning Engineer
Previously at
![Adrian Gonzalez](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fcategory_page%2Fpractices_section%2Fpractice%2Fpractice_content%2Ftalent_card%2F7963485%2Favatar%2Foptimized%2FAdrian%2520Gonzalez-1025e915adee9f3946e16578ac57cd05.png)
Adrian Gonzalez
Generative AI Expert
Previously at
![NLP与谷歌云自然语言API](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4091363%2Fcover_image%2Foptimized%2F0625_NLP_processing_Lina_Newsletter-009d208843c3ac1f9899c9204773a182.png)
NLP与谷歌云自然语言API
![Maximilian Hopf](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F288442%2Fpicture%2Fretina_64x64%2Fhuge_28e8421561c09c0d0caf786378578244-2f8e378e8a455f07ab7aac3fb42e2281.jpg)
![人工智能在设计中的现状和未来(附信息图)](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4084353%2Fcover_image%2Foptimized%2Fcover-infographic-ai-in-design-882206481937394ea0e6d778c586d2ce.png)
人工智能在设计中的现状和未来(附信息图)
![Miklos Philips](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F2189%2Fpicture%2Fretina_64x64%2Fhuge-76b8fea59faf1deae97a1f55e99c3400.jpg)
![问一个人工智能工程师:关于人工智能的趋势问题](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F5948518%2Fcover_image%2Foptimized%2FAsk-an-AI-Engineer_Blog-701e62b9c127e4c9f36429e4900f0c2e.png)
问一个人工智能工程师:关于人工智能的趋势问题
![Joao Diogo de Oliveira](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F1163838%2Fpicture%2Fretina_64x64%2Fhuge_493327b963741c879ad8b0bd520df1cb-e32002192d2c538d464cd6b8412d1bc6.jpg)
- Team Lead
Balazs Welker
Software Developer
Previously at
Xingkui Wang
Front-end Developer
Previously at
Timothy Mensch
Senior Software Architect
Previously at
![Balazs Welker](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fcategory_page%2Fpractices_section%2Fpractice%2Fpractice_content%2Ftalent_card%2F7963504%2Favatar%2Foptimized%2Flarge_d728f8ef7af86a5538f0cc7e2f11032f-transformed__1_-b95954d57c2d2e92f1e18d87e95b33af.png)
Balazs Welker
Software Developer
Previously at
![让Firebase无服务器化:移动和Web应用变得简单](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4092619%2Fcover_image%2Foptimized%2Fimage_0__55_-43846ba5aaff2fa725c29109fff00985.png)
让Firebase无服务器化:移动和Web应用变得简单
![Phillip Edwards](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F192719%2Fpicture%2Fretina_64x64%2Fhuge_f5dcdbd348bc55e33f603c1d07e95468-51a3fd033d5520b5160fba280151887d.jpg)
![混合动力:颤振优势和效益](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4093279%2Fcover_image%2Foptimized%2F0722_Flutter_Advantages_and_Benefits_Zara_Newsletter___blog__1_-9ef2341e8ed6d862a067c83c750630b2.png)
混合动力:颤振优势和效益
![Asad Jibran Ahmed](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F101064%2Fpicture%2Fretina_64x64%2Fhuge-0a556e599fd008267a447a72836f5f08.jpeg)
![企业应用的最佳React状态管理工具](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4094082%2Fcover_image%2Foptimized%2Fimage_0-cb44e66cb24bbf150ab28ea5213e176c.png)
企业应用的最佳React状态管理工具
![Teimur Gasanov](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F131700%2Fpicture%2Fretina_64x64%2Fhuge-14f5275eed3b7f4ddebdaa5a81a153e5.jpg)
- Team Lead
Christopher J. Stobie
DevOps Engineer and Software Developer
Previously at
Bridget Emenim
Cloud Architect
Previously at
Derrick Shields
DevOps Engineer and Software Developer
Previously at
![Christopher J. Stobie](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fcategory_page%2Fpractices_section%2Fpractice%2Fpractice_content%2Ftalent_card%2F7963490%2Favatar%2Foptimized%2Flarge_afdeb351dab153286d37e4b57b99d21d-transformed-4905f7b979a1c66bec1ad29bb7500682.png)
Christopher J. Stobie
DevOps Engineer and Software Developer
Previously at
![K8s/Kubernetes: AWS vs. GCP vs. Azure](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4093204%2Fcover_image%2Foptimized%2F2-84bd8afa47508039bcdc1b6ad679c453.png)
K8s/Kubernetes: AWS vs. GCP vs. Azure
![Guillaume Dury](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F252646%2Fpicture%2Fretina_64x64%2Fhuge-af3583b3307c967009b78a187c07b8ac.png)
![Terraform vs. CloudFormation: The Definitive Guide](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4093164%2Fcover_image%2Foptimized%2F2-3f46c9c0e571806172b3849a3a1f938c.png)
Terraform vs. CloudFormation: The Definitive Guide
![Fabrice Triboix](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F27257%2Fpicture%2Fretina_64x64%2Fhuge_0171ba7df3eb508f8d143904f1aa9d18-cc2eba0956bacf38b21398017cdd3905.png)
![如何应对云技能短缺](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4092134%2Fcover_image%2Foptimized%2Fimage_0__24_-fd7f3ce14a5c27b9a9127de7b6188718.png)
如何应对云技能短缺
![Toptal Research](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_author%2F4083429%2Fphoto%2Fretina_64x64%2Ftoptal_research_avatar_2x-085fa6ea03c92c0a99e8257ceed19b95.png)
- Team Lead
Emmanuel Chebukati
DevSecOps Engineer and Developer
Previously at
Joe Bagdon
Enterprise Security Architect
Previously at
Gökay Pekşen
Enterprise Security Architect
Previously at
![Emmanuel Chebukati](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fcategory_page%2Fpractices_section%2Fpractice%2Fpractice_content%2Ftalent_card%2F7963499%2Favatar%2Foptimized%2Fgrey_copy_2-62631dfb94e79a7aa0e38705862f6fae.png)
Emmanuel Chebukati
DevSecOps Engineer and Developer
Previously at
![10 Common Web Security Vulnerabilities](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4085079%2Fcover_image%2Foptimized%2Fcover-Redesign-WebSecurityVulnerabilities-Luke_Newsletter-91ee4d294318c967b26187f4d67a8351.png)
10 Common Web Security Vulnerabilities
![Gergely Kalman](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F1794%2Fpicture%2Fretina_64x64%2Flarge_django-8a55da50ad3565eb1347625a2aa151da.png)
![安全的设计:用户体验安全概述](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4092390%2Fcover_image%2Foptimized%2Fimage_0__43_-129acd27ce8b50310a2d438723ac7b1f.png)
安全的设计:用户体验安全概述
![Mayank Sharma](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F49750%2Fpicture%2Fretina_64x64%2Fhuge_ed21a8659df94b3f491dcab8c9d4e307-826e85295922a37febb0c83221be8567.jpg)
![构建自助管理区域的艺术](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4084314%2Fcover_image%2Foptimized%2Fcover-default-cover-7-806a3e10c41a2213d7efc6d9e1034d62.png)
构建自助管理区域的艺术
![Jack Kinsella](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_author%2F4082941%2Fphoto%2Fretina_64x64%2Fcollabshot_2016-11-28_45FZc4-bb28f0c802ba41f068b28800c0ae54bf.png)
- Team Lead
Seema K Nair
QA Engineer
Previously at
Dolly Arora
QA Engineer and Developer
Previously at
Adrian Lachowski
Performance Tester
Previously at
![Seema K Nair](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fcategory_page%2Fpractices_section%2Fpractice%2Fpractice_content%2Ftalent_card%2F7963475%2Favatar%2Foptimized%2FSeema-4864c4a85b55a765f68c5b45cd90afdd.jpg)
Seema K Nair
QA Engineer
Previously at
![完善的质量保证测试:用户流程教程](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4093321%2Fcover_image%2Foptimized%2Fstaging.toptal.net_qa_quality-assurance-testing-user-flow-design-ffd3d1b729f89588b1e68c3c793b264c.png)
完善的质量保证测试:用户流程教程
![Jade Russel Hancox](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F437267%2Fpicture%2Fretina_64x64%2Fhuge-d9e56922877d5f7bda5a9495470a5702.jpg)
![Selenium中的自动化:页面对象模型和页面工厂](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4085210%2Fcover_image%2Foptimized%2Fcover-REDESIGN-Automation-in-Selenium-Luke_Newsletter-39df15b5bbd3fad54fdd7e22e825e23f.png)
Selenium中的自动化:页面对象模型和页面工厂
![Dejan Zivanovic](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F2753%2Fpicture%2Fretina_64x64%2Fhuge_0268f46f72e08df461feb371407c937d-837c4cea92e852cd0718ba6e77b60cf4.jpg)
![A Road to Better Agile Testing](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4091494%2Fcover_image%2Foptimized%2F0710-AgileTesting-Waldek_Newsletter-3603a6694bbeef12f07e8c3fff99d356.png)
A Road to Better Agile Testing
![Vytas Butkus](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_author%2F4083118%2Fphoto%2Fretina_64x64%2FVytas_Best_Final-ab8758f0ac05690b690fc1032ce85c76.jpg)
- Team Lead
Davis Wei
BI and Database Developer
Previously at
Matias Aiskovich
Data Scientist and Developer
Previously at
Adam Ivansky
Data Engineering Developer
Previously at
![Davis Wei](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fcategory_page%2Fpractices_section%2Fpractice%2Fpractice_content%2Ftalent_card%2F7963468%2Favatar%2Foptimized%2FDavis_Wei_retouched-37c4b6e761935019b9eda476eb078961.png)
Davis Wei
BI and Database Developer
Previously at
![Graph Data Science With Python/NetworkX](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4094133%2Fcover_image%2Foptimized%2F0707-A_Python_Introduction-Waldek_Newsletter___blog-bfc6550ab26713c7ba4f71483a932bac.png)
Graph Data Science With Python/NetworkX
![Federico Albanese](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F232166%2Fpicture%2Fretina_64x64%2Fhuge-593e1580035d39d03d09f230b884c685.jpg)
![构建数据仓库数据质量流程](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4093390%2Fcover_image%2Foptimized%2F1-3581d61f6012c48d7d643b453b09915b.png)
构建数据仓库数据质量流程
![Alexander Hauskrecht](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F434640%2Fpicture%2Fretina_64x64%2Fhuge-48bad640ab72490612eb1e249d924d83.jpg)
![数字证明:使用大数据驱动结果](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F5619100%2Fcover_image%2Foptimized%2FCOVER-ac2629a8ff7125eb67aa15b73ffce35d.png)
数字证明:使用大数据驱动结果
![Lavinius Marcu](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F707659%2Fpicture%2Fretina_64x64%2Fhuge-5d334ef26d0c1d09984eb4a2aca40e37.png)
- Team Lead
Nolan McCafferty
Automation Engineer
Previously at
Nikola Jeremic
RPA CoE Lead and Developer
Previously at
Elena Grigoras
Tech and Product Strategy Consultant
Previously at
![Nolan McCafferty](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fcategory_page%2Fpractices_section%2Fpractice%2Fpractice_content%2Ftalent_card%2F7963511%2Favatar%2Foptimized%2FNolan_McCafferty_retouched-a77967e5f5f04ccc580b0adb7272b96b.png)
Nolan McCafferty
Automation Engineer
Previously at
![金融机器人:如何通过自动化提高后台办公效率](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F5578660%2Fcover_image%2Foptimized%2FCOVER-a28f11ba6317b822605ecd46754e4f18.png)
金融机器人:如何通过自动化提高后台办公效率
![Miklos Lukacs, CFA](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F610974%2Fpicture%2Fretina_64x64%2Fhuge_d0870fda904d5bc71322e9564e2d9399-b97d4de543dd4c75c30da3ce1b548c95.jpg)
![如何使用Salesforce实现业务流程自动化](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4088361%2Fcover_image%2Foptimized%2Fcover-salesforce-business-process-8d9e8a63b62a298c464dc8e1f72a0089.png)
如何使用Salesforce实现业务流程自动化
![Jayant Nathani](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F133848%2Fpicture%2Fretina_64x64%2Fhuge_98bca05b7e357be54714d50cd4b7ad1a-bf1e1ac89e89f1a8d294225d00553bdc.png)
![8个自动化测试最佳实践,以获得积极的测试体验](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4796291%2Fcover_image%2Foptimized%2Fhero-3c003445e3a5364a382baab638b47599.png)
8个自动化测试最佳实践,以获得积极的测试体验
![Lev Yastrebov](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F460010%2Fpicture%2Fretina_64x64%2Fhuge_30062726f2301f764638c6691a431df7-60ee40f0553d1720b9a687516a140888.jpg)
- Team Lead
Adrian Gonzalez
Generative AI Expert
Previously at
Denis Volk
AI Engineer
Previously at
Filip Boltuzic
Machine Learning Engineer
Previously at
![Adrian Gonzalez](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fcategory_page%2Fpractices_section%2Fpractice%2Fpractice_content%2Ftalent_card%2F7963485%2Favatar%2Foptimized%2FAdrian%2520Gonzalez-1025e915adee9f3946e16578ac57cd05.png)
Adrian Gonzalez
Generative AI Expert
Previously at
![NLP与谷歌云自然语言API](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4091363%2Fcover_image%2Foptimized%2F0625_NLP_processing_Lina_Newsletter-009d208843c3ac1f9899c9204773a182.png)
NLP与谷歌云自然语言API
![Maximilian Hopf](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F288442%2Fpicture%2Fretina_64x64%2Fhuge_28e8421561c09c0d0caf786378578244-2f8e378e8a455f07ab7aac3fb42e2281.jpg)
![人工智能在设计中的现状和未来(附信息图)](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4084353%2Fcover_image%2Foptimized%2Fcover-infographic-ai-in-design-882206481937394ea0e6d778c586d2ce.png)
人工智能在设计中的现状和未来(附信息图)
![Miklos Philips](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F2189%2Fpicture%2Fretina_64x64%2Fhuge-76b8fea59faf1deae97a1f55e99c3400.jpg)
![问一个人工智能工程师:关于人工智能的趋势问题](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F5948518%2Fcover_image%2Foptimized%2FAsk-an-AI-Engineer_Blog-701e62b9c127e4c9f36429e4900f0c2e.png)
问一个人工智能工程师:关于人工智能的趋势问题
![Joao Diogo de Oliveira](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F1163838%2Fpicture%2Fretina_64x64%2Fhuge_493327b963741c879ad8b0bd520df1cb-e32002192d2c538d464cd6b8412d1bc6.jpg)
- Team Lead
Balazs Welker
Software Developer
Previously at
Xingkui Wang
Front-end Developer
Previously at
Timothy Mensch
Senior Software Architect
Previously at
![Balazs Welker](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fcategory_page%2Fpractices_section%2Fpractice%2Fpractice_content%2Ftalent_card%2F7963504%2Favatar%2Foptimized%2Flarge_d728f8ef7af86a5538f0cc7e2f11032f-transformed__1_-b95954d57c2d2e92f1e18d87e95b33af.png)
Balazs Welker
Software Developer
Previously at
![让Firebase无服务器化:移动和Web应用变得简单](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4092619%2Fcover_image%2Foptimized%2Fimage_0__55_-43846ba5aaff2fa725c29109fff00985.png)
让Firebase无服务器化:移动和Web应用变得简单
![Phillip Edwards](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F192719%2Fpicture%2Fretina_64x64%2Fhuge_f5dcdbd348bc55e33f603c1d07e95468-51a3fd033d5520b5160fba280151887d.jpg)
![混合动力:颤振优势和效益](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4093279%2Fcover_image%2Foptimized%2F0722_Flutter_Advantages_and_Benefits_Zara_Newsletter___blog__1_-9ef2341e8ed6d862a067c83c750630b2.png)
混合动力:颤振优势和效益
![Asad Jibran Ahmed](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F101064%2Fpicture%2Fretina_64x64%2Fhuge-0a556e599fd008267a447a72836f5f08.jpeg)
![企业应用的最佳React状态管理工具](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4094082%2Fcover_image%2Foptimized%2Fimage_0-cb44e66cb24bbf150ab28ea5213e176c.png)
企业应用的最佳React状态管理工具
![Teimur Gasanov](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F131700%2Fpicture%2Fretina_64x64%2Fhuge-14f5275eed3b7f4ddebdaa5a81a153e5.jpg)
- Team Lead
Christopher J. Stobie
DevOps Engineer and Software Developer
Previously at
Bridget Emenim
Cloud Architect
Previously at
Derrick Shields
DevOps Engineer and Software Developer
Previously at
![Christopher J. Stobie](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fcategory_page%2Fpractices_section%2Fpractice%2Fpractice_content%2Ftalent_card%2F7963490%2Favatar%2Foptimized%2Flarge_afdeb351dab153286d37e4b57b99d21d-transformed-4905f7b979a1c66bec1ad29bb7500682.png)
Christopher J. Stobie
DevOps Engineer and Software Developer
Previously at
![K8s/Kubernetes: AWS vs. GCP vs. Azure](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4093204%2Fcover_image%2Foptimized%2F2-84bd8afa47508039bcdc1b6ad679c453.png)
K8s/Kubernetes: AWS vs. GCP vs. Azure
![Guillaume Dury](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F252646%2Fpicture%2Fretina_64x64%2Fhuge-af3583b3307c967009b78a187c07b8ac.png)
![Terraform vs. CloudFormation: The Definitive Guide](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4093164%2Fcover_image%2Foptimized%2F2-3f46c9c0e571806172b3849a3a1f938c.png)
Terraform vs. CloudFormation: The Definitive Guide
![Fabrice Triboix](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F27257%2Fpicture%2Fretina_64x64%2Fhuge_0171ba7df3eb508f8d143904f1aa9d18-cc2eba0956bacf38b21398017cdd3905.png)
![如何应对云技能短缺](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4092134%2Fcover_image%2Foptimized%2Fimage_0__24_-fd7f3ce14a5c27b9a9127de7b6188718.png)
如何应对云技能短缺
![Toptal Research](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_author%2F4083429%2Fphoto%2Fretina_64x64%2Ftoptal_research_avatar_2x-085fa6ea03c92c0a99e8257ceed19b95.png)
- Team Lead
Emmanuel Chebukati
DevSecOps Engineer and Developer
Previously at
Joe Bagdon
Enterprise Security Architect
Previously at
Gökay Pekşen
Enterprise Security Architect
Previously at
![Emmanuel Chebukati](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fcategory_page%2Fpractices_section%2Fpractice%2Fpractice_content%2Ftalent_card%2F7963499%2Favatar%2Foptimized%2Fgrey_copy_2-62631dfb94e79a7aa0e38705862f6fae.png)
Emmanuel Chebukati
DevSecOps Engineer and Developer
Previously at
![10 Common Web Security Vulnerabilities](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4085079%2Fcover_image%2Foptimized%2Fcover-Redesign-WebSecurityVulnerabilities-Luke_Newsletter-91ee4d294318c967b26187f4d67a8351.png)
10 Common Web Security Vulnerabilities
![Gergely Kalman](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F1794%2Fpicture%2Fretina_64x64%2Flarge_django-8a55da50ad3565eb1347625a2aa151da.png)
![安全的设计:用户体验安全概述](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4092390%2Fcover_image%2Foptimized%2Fimage_0__43_-129acd27ce8b50310a2d438723ac7b1f.png)
安全的设计:用户体验安全概述
![Mayank Sharma](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F49750%2Fpicture%2Fretina_64x64%2Fhuge_ed21a8659df94b3f491dcab8c9d4e307-826e85295922a37febb0c83221be8567.jpg)
![构建自助管理区域的艺术](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4084314%2Fcover_image%2Foptimized%2Fcover-default-cover-7-806a3e10c41a2213d7efc6d9e1034d62.png)
构建自助管理区域的艺术
![Jack Kinsella](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_author%2F4082941%2Fphoto%2Fretina_64x64%2Fcollabshot_2016-11-28_45FZc4-bb28f0c802ba41f068b28800c0ae54bf.png)
- Team Lead
Seema K Nair
QA Engineer
Previously at
Dolly Arora
QA Engineer and Developer
Previously at
Adrian Lachowski
Performance Tester
Previously at
![Seema K Nair](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fcategory_page%2Fpractices_section%2Fpractice%2Fpractice_content%2Ftalent_card%2F7963475%2Favatar%2Foptimized%2FSeema-4864c4a85b55a765f68c5b45cd90afdd.jpg)
Seema K Nair
QA Engineer
Previously at
![完善的质量保证测试:用户流程教程](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4093321%2Fcover_image%2Foptimized%2Fstaging.toptal.net_qa_quality-assurance-testing-user-flow-design-ffd3d1b729f89588b1e68c3c793b264c.png)
完善的质量保证测试:用户流程教程
![Jade Russel Hancox](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F437267%2Fpicture%2Fretina_64x64%2Fhuge-d9e56922877d5f7bda5a9495470a5702.jpg)
![Selenium中的自动化:页面对象模型和页面工厂](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4085210%2Fcover_image%2Foptimized%2Fcover-REDESIGN-Automation-in-Selenium-Luke_Newsletter-39df15b5bbd3fad54fdd7e22e825e23f.png)
Selenium中的自动化:页面对象模型和页面工厂
![Dejan Zivanovic](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F2753%2Fpicture%2Fretina_64x64%2Fhuge_0268f46f72e08df461feb371407c937d-837c4cea92e852cd0718ba6e77b60cf4.jpg)
![A Road to Better Agile Testing](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4091494%2Fcover_image%2Foptimized%2F0710-AgileTesting-Waldek_Newsletter-3603a6694bbeef12f07e8c3fff99d356.png)
A Road to Better Agile Testing
![Vytas Butkus](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_author%2F4083118%2Fphoto%2Fretina_64x64%2FVytas_Best_Final-ab8758f0ac05690b690fc1032ce85c76.jpg)
- Team Lead
Davis Wei
BI and Database Developer
Previously at
Matias Aiskovich
Data Scientist and Developer
Previously at
Adam Ivansky
Data Engineering Developer
Previously at
![Davis Wei](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fcategory_page%2Fpractices_section%2Fpractice%2Fpractice_content%2Ftalent_card%2F7963468%2Favatar%2Foptimized%2FDavis_Wei_retouched-37c4b6e761935019b9eda476eb078961.png)
Davis Wei
BI and Database Developer
Previously at
![Graph Data Science With Python/NetworkX](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4094133%2Fcover_image%2Foptimized%2F0707-A_Python_Introduction-Waldek_Newsletter___blog-bfc6550ab26713c7ba4f71483a932bac.png)
Graph Data Science With Python/NetworkX
![Federico Albanese](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F232166%2Fpicture%2Fretina_64x64%2Fhuge-593e1580035d39d03d09f230b884c685.jpg)
![构建数据仓库数据质量流程](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4093390%2Fcover_image%2Foptimized%2F1-3581d61f6012c48d7d643b453b09915b.png)
构建数据仓库数据质量流程
![Alexander Hauskrecht](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F434640%2Fpicture%2Fretina_64x64%2Fhuge-48bad640ab72490612eb1e249d924d83.jpg)
![数字证明:使用大数据驱动结果](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F5619100%2Fcover_image%2Foptimized%2FCOVER-ac2629a8ff7125eb67aa15b73ffce35d.png)
数字证明:使用大数据驱动结果
![Lavinius Marcu](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F707659%2Fpicture%2Fretina_64x64%2Fhuge-5d334ef26d0c1d09984eb4a2aca40e37.png)
- Team Lead
Nolan McCafferty
Automation Engineer
Previously at
Nikola Jeremic
RPA CoE Lead and Developer
Previously at
Elena Grigoras
Tech and Product Strategy Consultant
Previously at
![Nolan McCafferty](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fcategory_page%2Fpractices_section%2Fpractice%2Fpractice_content%2Ftalent_card%2F7963511%2Favatar%2Foptimized%2FNolan_McCafferty_retouched-a77967e5f5f04ccc580b0adb7272b96b.png)
Nolan McCafferty
Automation Engineer
Previously at
![金融机器人:如何通过自动化提高后台办公效率](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F5578660%2Fcover_image%2Foptimized%2FCOVER-a28f11ba6317b822605ecd46754e4f18.png)
金融机器人:如何通过自动化提高后台办公效率
![Miklos Lukacs, CFA](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F610974%2Fpicture%2Fretina_64x64%2Fhuge_d0870fda904d5bc71322e9564e2d9399-b97d4de543dd4c75c30da3ce1b548c95.jpg)
![如何使用Salesforce实现业务流程自动化](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4088361%2Fcover_image%2Foptimized%2Fcover-salesforce-business-process-8d9e8a63b62a298c464dc8e1f72a0089.png)
如何使用Salesforce实现业务流程自动化
![Jayant Nathani](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F133848%2Fpicture%2Fretina_64x64%2Fhuge_98bca05b7e357be54714d50cd4b7ad1a-bf1e1ac89e89f1a8d294225d00553bdc.png)
![8个自动化测试最佳实践,以获得积极的测试体验](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fblog_post_page%2F4796291%2Fcover_image%2Foptimized%2Fhero-3c003445e3a5364a382baab638b47599.png)
8个自动化测试最佳实践,以获得积极的测试体验
![Lev Yastrebov](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Ftalent%2F460010%2Fpicture%2Fretina_64x64%2Fhuge_30062726f2301f764638c6691a431df7-60ee40f0553d1720b9a687516a140888.jpg)
Why organizations choose us
Toptal in Action
发现我们的客户在全球范围内享受的最先进的福利.
![克利夫兰骑士队用新的应用程序击败了蜂鸣器](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fcategory_page%2Ffeatured_case_study_section%2Fcase_study%2F7963414%2Fhorizontal_image%2Foptimized%2Fcleveland-update-b27f20173f6710d5adefd067c42e3345.jpg)
克利夫兰骑士队用新的应用程序击败了蜂鸣器
Challenge: 在NBA总决赛开赛前,骑士队面临着成立官方球迷俱乐部的紧迫期限.
Impact: 在Toptal的支持下,骑士队得以推出Wine & 在NBA总决赛第一场比赛前两天, 让数以百万计的球迷在网上与球队互动.
在NBA季后赛期间,数百万人在观看克利夫兰骑士队的比赛, Toptal提供了推出全新粉丝参与平台所需的人才和专业知识.
Dr. Russel Nevins
康纳·肯尼,克利夫兰骑士队专业服务部主任.
![Toptal使远程学生能够探索世界](http://assets.toptal.io/images?url=http%3A%2F%2Fbs-uploads.toptal.io%2Fblackfish-uploads%2Fcomponents%2Fcategory_page%2Ffeatured_case_study_section%2Fcase_study%2F7963415%2Fhorizontal_image%2Foptimized%2Fimage_229-1c20e9f8d9d37f7c81c06a35dac9691b.jpg)
Toptal使远程学生能够探索世界
Challenge: 当COVID-19就地安置命令使实地考察无法进行时, 地质学教授需要一种解决方案,为远程学习者提供实地经验的模拟.
Impact: Toptal的工作使数百名学生能够同时探索数字领域并参与实时语音和视频通信. 更新后的软件仅用了三个月就发布了,正好赶上新学期.
最终的结果不仅是更好看, but it was also more secure, 代码更清晰,与业务逻辑更好地集成在一起.
Goran Lalic
Developer and Unity Expert
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Rudolf是一名数据科学家,曾在AWS上构建大数据处理基础设施,并为财富500强公司实施数据工程解决方案, 包括香港迪士尼乐园和菲利普莫里斯. 他被邀请参加NASA的2021年国际空间应用挑战赛,担任演讲者和评委.
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