The Jupyter notebooks are accessible in various ways
- Online as static web pages
- Online for interactive usage with binder
- Local for interactive usage on the user's computer by cloning / downloading the repository from https://github.com/jimmyg1997/Python-Computational-Natural-Sciences
- Other online services (e.g. Google Colaboratory, Microsoft Azure, ...) provide environments for interactive execution of Jupyter notebooks as well. Local execution on your computer requires a local Jupyter/IPython installation.
Natural science is a branch of science concerned with the description, prediction, and understanding of natural phenomena, based on empirical evidence from observation and experimentation.
Natural science can be divided into two main branches: life science and physical science. Life science is alternatively known as biology, and physical science is subdivided into branches: physics, chemistry, Earth science, and astronomy.
The present notebooks cover fundamental aspects of physics, chemistry and biology. A focus is laid on a mathematical treatise. The discussion of the mathematical background is important to understand the underlying principles in a more general manner.
The areas of Biology covered will be :
- Multi-omics integration
- Proteomics
- Generative models
- Genomics
- Variant calling
- Gene expression
- Imaging and gene expression
- Predicting enhancers and regulatory regions
- Non-coding RNA
- Single-cell applications
- Population genetics
- Systems biology
- Neuroscience
The areas of Physics covered will be :
- Classical mechanics
- Newton's laws of motion
- Lagrangian mechanics
- Hamiltonian mechanics
- Kinematics
- Statics
- Dynamics
- Chaos Theory
- Acoustics
- Fluid dynamics
- Continuum mechanics
- Electromagnetism
- Electrostatics
- Electrodynamics
- Electricity
- Magnetism
- Magnetostatics
- Maxwell's equations
- Optics
- Thermodynamics& statistical mechanics
- Heat engine
- Kinetic theory
- Quantum mechanics
- Path integral formulation
- Scattering theory
- Schrödinger equation
- Quantum field theory
- Quantum statistical mechanics
- Relativity Special relativity
- General relativity
- Einstein field equations
The areas of Chemistry covered will be :
- Physical chemistry
- Organic chemistry
- Inorganic chemistry
- Analytical chemistry
- Biochemistry
- Electromagnetism
- Optics : The study of how light behaves with mirrors (reflect light), lenses (bend light), prisms (seperate light)
