Introduction to Python and Machine Learning for the Biosciences | 8th Edition
23-26 September 2024 | Online course
Data analysis and machine learning are becoming a core skill for every scientist. This course provides an introduction to a widely-used programming language in science - Python - and introduces the basic concepts of machine learning and data science for the context of biosciences. This course is for researchers and students (e.g. MSc and PhD) without prior knowledge in Python nor machine learning.
Organizing Committee: Paulo de Castro Aguiar, i3S, and Eduardo Carvalho, i3S
Target audience: Researchers and students (MSc and PhD) working in the biosciences/ health sciences.
Requirements: This is an online course - a personal laptop with a webcam & microphone is needed, as well as a good internet connection. Anaconda software installed. Prior knowledge in programming is not required.
Course duration: 16h
Time schedule: mornings, 09:00 to 13:00 (Lisbon/London time)
Teaching Language: suitable for English-speaking participants; if all participants speak Portuguese, the course will be in Portuguese.
Program
The program will cover the following topics:
- Introduction to the Python programming language.
- Syntax, numbers and variables, functions and loops, conditional logic and control flow.
- Data input and exploratory data analysis in Python.
- Numpy and matplotlib libraries.
- Using the scikit-learn library for machine learning workflows.
- Basic concepts and use of simple supervised machine learning models for classification tasks.
- Basic concepts and use of simple unsupervised machine learning models for clustering tasks.
- Evaluation of machine learning models and proper results interpretation.
Registration
The registration fee includes online sessions, course material and certificate.
Limited number of participants: 20
Course selection criteria: first come first served.
Fees:
Early bird registration until 1 May 2024 | Payment deadline: 15 May 2024
i3S and P.CCC Raquel Seruca members – 175€
External members – 210€
Late registration | From 2 May until 15 June 2024 | Payment deadline: 22 June 2024
i3S and P.CCC Raquel Seruca members – 220€
External members – 250€
Please note that your pre-registration does not confirm that you have been selected for the course.
Instructions for fee payment will be provided after confirmation of acceptance.
Please note that given the online nature of this training course it will be broadcast live via an online platform (Zoom) with restricted access to registered participants.
* A certificate of attendance will be issued at the end of the course to participants who attend 75% of the lectures.
Cancelation policy:
The i3S will apply the following cancelation policy.
Cancellation by the course participant
In case a registered participant wishes to cancel a payed registration or does not attend the course, the registration fee will not be refunded.
Substitutions will only be made in exceptional circumstances at the discretion of the course organizers.
Cancellation by the Institution
The i3S reserves the right to cancel the course, in case of an insufficient number of participants, organizational reasons, or other unforeseeable events that render the execution of the course impossible. In case of cancelation by the organization the fee will be refunded.
In addition, i3S reserves the right to amend course times, dates or published prices if absolutely necessary. The organizer shall immediately inform the pre-registered participants of these alterations. Any cancellation or substitution requests should be requested by e-mail.
Information
More information:
Advanced Training Unit | E-mail: training@i3s.up.pt | Tel: +351 226 074 900