learning-path.md

Learning Path

Foundation in Machine Learning

• Introduction to Machine Learning with Python (book)
• Machine Learning Specialization
  • [Course] Supervised Machine Learning: Regression and Classification
  • [Course] Advanced Learning Algorithms
  • [Course] Unsupervised Learning, Recommenders, Reinforcement Learning
• Machine Learning Models
  • Linear Regression
  • Logistic Regression
  • Decision Trees

Foundation in Deep Learning

• Deep Learning Specialization
  • [Course] Neural Networks and Deep Learning
  • [Course] Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization
  • [Course] Structuring Machine Learning Projects
  • [Course] Convolutional Neural Networks
  • [Course] Sequence Models
• Neural Network Architectures
  • Neural Networks
  • Deep Neural Networks
  • Convolutional Neural Networks (CNNs)
  • Recurrent Neural Networks (RNNs)
    • TODO: implement it from scratch
    • TODO: write an article about the implementation
  • Transformers
  • Graph Neural Networks (GNNs)
  • Autoencoders
• PyTorch

Genomic Medicine and Clinical Applications

• Genetics: The Fundamentals
• [Course] Genetics: The Fundamentals
• [Course] Genetics: Analysis and Applications
• [Book] Molecular Biology of the Cell
• [Graduation] Bioinformática Aplicada a Genômica Médica - Expressão Gênica, Metagenômica e Machine Learning
• [Graduation] Bioinformática Aplicada a Genômica Médica - Análise de Variantes Germinativas e Somáticas
• [Course] DNA Decoded
• Genomics Papers

Machine Learning in Healthcare

• AI in Healthcare Specialization

Machine Learning in Genomic Medicine

• Machine Learning for Healthcare
• Genomic Data Science Specialization
  • [Course] Introduction to Genomic Technologies
  • [Course] Python for Genomic Data Science
  • [Course] Algorithms for DNA Sequencing
  • [Course] Command Line Tools for Genomic Data Science
  • [Course] Bioconductor for Genomic Data Science
  • [Course] Statistics for Genomic Data Science
  • [Book] Bioinformatics Algorithms: An Active Learning Approach
• Collaborative Data Science for Healthcare
• Data Analytics and Visualization in Health Care
• Introduction to Applied Biostatistics: Statistics for Medical Research
• Introduction to Genomic Data Science
• [Graduation] Medicina de Precisão e Análise de Dados na Saúde