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Getting Machine Learning Models into Use

Offered By: Chemometrics & Machine Learning in Copenhagen via YouTube

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Model Training Courses Data Cleaning Courses User Interface Design Courses Scalability Courses Data Security Courses

Course Description

Overview

Explore the critical steps in deploying machine learning models for biological data analysis in this 35-minute talk. Learn about the entire value chain, from data gathering and preprocessing to model training and deployment. Discover practical strategies for making bioinformatics projects accessible to end-users, with insights from Jeppe Hallgren, author of the Open Protein machine learning framework. Gain valuable knowledge on scalability, cross-platform compatibility, and tailoring tools for diverse scientific audiences. Address key challenges in data security, protection of sensitive biological information, and long-term maintainability. Dive into topics such as creating web servers, zero-knowledge proofs, secure enclaves, and utilizing tools like Google Colab, pandas, and scikit-learn to enhance your machine learning deployment skills.

Syllabus

Introduction
How do we share results
Creating web servers
Zero knowledge
Challenges
Secure Enclave
Google CoOp
pandas
sklearn


Taught by

Chemometrics & Machine Learning in Copenhagen

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