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Milvus 在AI医药行业的应用-Molsearch 化学式检索系统
你好奇 AI 是如何赋能医药行业的吗?
新药研发领域长期以来都以耗时长、成本高、风险大、回报率低而著称,其研发的进程也十分缓慢。但伴随深度学习等一系列 AI 技术的不断发展,将 AI 技术与药物研发相结合,可以很大程度上减少新药研发时间、降低新药研发成本,也可以加速仿制药的研发和入市,毫无疑问人工智能和机器学习将开创一个更快速、更低价、更高效的药物研发时代。
本次的直播我们要教你如何利用海量特征向量的相似性搜索引擎 Milvus ,结合 RDKit 工具搭建化合物检索系统,帮助快速实现化合物检索,进而加速新药的开发。
展开查看详情
1 . MolSearch Intro AI Pharmaceutical Empowered by Milvus Shiyu Chen
2 .Agenda • Project Background • How to setup MolSearch • MolSearch Demo © 2020 Zilliz. All rights reserved.
3 .Speaker Intro Data Engineer at Zilliz - Data preprocessing - AI model application © 2020 Zilliz. All rights reserved.
4 .Unlock the treasure of unstructured data AI algorithms transform image, video, voice, natural language into vectors, and enables understanding and utilization of unstructured data at scale. Unstructured data Deep learning models Vectors Knowledge, insight, $ © 2020 Zilliz. All rights reserved.
5 .Philosophy of vector search engine Ballast of an unstructured database. Unstructured Data image, video, voice, natural language store input Information Extraction Object output Result AI Models Storage Milvus Search Index query insert Knowledge Base Feature Vectors © 2020 Zilliz. All rights reserved.
6 .Milvus: The journey 2018.10 2019.4 2019.6 The most active AI projects 1st The Milvus in Linux foundation seed idea 0.1 user Open Joined Source LF AI 2019.10 2020.3 © 2020 Zilliz. All rights reserved.
7 .Progress Unstoppable momentum since its debut. 5.3K 3.3K 104 Commits GitHub stars Contributors 24K 200+ 19 DockerHub downloads Users Patents filed © 2020 Zilliz. All rights reserved.
8 .Users 200+ community users in initial 6 months, and rapid growing. © 2020 Zilliz. All rights reserved.
9 .RDKit fingerprint © 2020 Zilliz. All rights reserved.
10 .MolSearch Architecture © 2020 Zilliz. All rights reserved.
11 .MolSearch Demo https://github.com/zilliztech/MolSearch © 2020 Zilliz. All rights reserved.
12 .欢迎加入 Milvus 技术交流群 © 2020 Zilliz. All rights reserved.