Self-Taken Courses

Data Analysis

  • Python for Data Analysis
    • Content: Data Wrangling with Pandas, NumPy, and Jupyter
    • Instructor: Wes McKinney
    • Platform: Book
    • Year: 2021

Machine Learning

  • Machine Learning Specialization
    • Platform: Coursera
    • Instructor: Andrew Ng, Deeplearning.AI
    • Year: 2021
    • Courses:
      • Supervised Machine Learning: Regression and Classification
      • Advanced Learning Algorithms
      • Unsupervised Learning, Recommenders, Reinforcement Learning
  • CS224w: Machine Learning with Graphs
    • Platform: YouTube
    • Instructor: Jure Leskovec
    • Year: 2023

Deep Learning

  • Deep Learning Specialization
    • Platform: YouTube
    • Instructor: Andrew Ng, Deeplearning.AI
    • Year: 2021
    • Courses:
      • Neural Networks and Deep Learning
      • Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization
      • Structuring Machine Learning Projects
      • Convolutional Neural Networks
      • Sequence Models
  • Introduction to PyTorch
    • Platform: YouTube
    • Instructor: Brad Heintz
    • Year: 2022
  • Deep Learning
    • Platform: Book, YouTube
    • Instructors: Aaron Courville, Ian Goodfellow, Yoshua Bengio
    • Year: 2022

Statistics and Mathematics

  • Mathematics for Machine Learning and Data Science Specialization
    • Platform: Coursera
    • Instructor: Luis Serrano, Deeplearning.AI
    • Year: 2021
    • Courses:
      • Linear Algebra for Machine Learning and Data Science
      • Calculus for Machine Learning and Data Science
      • Probability & Statistics for Machine Learning & Data Science
  • Introduction to Statistical Learning
    • Platform: YouTube, Book
    • Instructors: Trevor Hastie, Rob Tibshirani, Daniela Witten, Gareth James
    • Year: 2023

Time Series and Forecasting

  • Time Series Forecasting in Python
    • Platform: Book
    • Author: Marco Peixeiro
    • Year: 2024

TensorFlow

  • DeepLearning.AI TensorFlow Developer Professional Certificate
    • Platform: Coursera
    • Instructor: Laurence Moroney
    • Year: 2021
    • Courses:
      • Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning
      • Convolutional Neural Networks in TensorFlow
      • Natural Language Processing in TensorFlow
      • Sequences, Time Series and Prediction

Biophysics

  • Molecular Biophysics
    • Platform: YouTube
    • Instructor: Erik Lindahl
    • Year: 2023
  • Principles of Biochemistry
    • Platform: Harvardx
    • Instructors: Alain Viel, Rachelle Gaudet
    • Year: 2024

Network Science and Graph Theory

  • Network Science
    • Platform: Book (networksciencebook.com)
    • Instructor: Albert-László Barabási
    • Year: 2024

System Biology

  • Systems Biology: A Textbook
    • Platform: Book
    • Instructor: Edda Klipp
    • Year: 2024