M124_BiagioCirillo (1)

Biagio Cirillo

Web Developer

BIG DIVE 2020 – Module 1 “From Zero to Data Science with Python”

5-day full-time course completed by Biagio Cirillo on September 18th, 2020.

Core topics by TOP-IX:

  • Programming with Python (data structures, control flow, functions, …)
  • Setting up and usage of Jupyter Notebooks for data projects
  • Key statistics concepts with NumPy
  • Handling different data formats with pandas
  • Using Matplotlib and Seaborn for data visualizations
  • Basic Machine Learning with Scikit Learn
  • Fundamental steps to create your data science project and maximize its impact

 

Guest lectures:

  • GIS and Geopandas by FBK
  • Timeseries and KNIME by Target Research

BIG DIVE 2020 – Module 2 “Machine and Deep Learning intensive”

5-day full-time course completed by Biagio Cirillo on October 16th, 2020.

Core topics by ISI:

  • Machine Learning algorithms with Sklearn
  • Statistical Learning Theory with practical exercises
  • Neural Networks and Backpropagation
  • Building from scratch and training neural networks with TensorFlow and Keras
  • Brief history of Deep Learning, with focus on Computer Vision
  • Building from scratch and training deep convolutional NNs with TensorFlow and Keras
  • Transfer Learning: feature extraction and fine-tuning

 

Guest lectures:

  • Machine Learning Explainability by Nexi
  • Training Deep Learning Models and HPC4AI by Unito
  • Machine Learning in forecasting by Glovo

Social Link
LinkedIn