List, Tuple & Dictionary, and Loops & Conditions

• Property of List (e.g., immutability, append,indexing,list to array). Introduced Tuple.
• Usefulness of Dictionary (e.g., key-valu pair paradigm of NoSQL database, search by key, involvement of list in dictionary, dictionary of dictionary, I/O data with json).
• Exploration of loops and conditions (e.g., for loop, while loop, zip, enumerate, break) and iterated over list and dictionary.
• Implementation of loops and condition in creating Fern.

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Object Oriented Programming

• Demonstration of data encapsulation and functionality in python object created by python class.
• Implementation of data and function interaction with sample classes (e.g., Math, Circle, Newton).
• Implementation of function and class to create (1) electric potential of lattice of charges (2) random walk in 1D and 2D (3) diffusion in 2D.

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Array, Grid, Algebra & Statistics

• Exploration of random array,heatmap of array, extraction of subarray and array manupulation (e.g.,reshaping, flattening, concatenation, row sum, column sum).
• Implementation of arange and meshgrid techniques for creating contour and 3D plots.
• Exploration of basic functionalities in Algebra (e.g., vector and matrix manipulation), statistics (e.g.,central tendency, probability.

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Dataframe, Indexing, Groupby & Lambda functions

• Introduction of Dataframe in Pandas and basic data visualization.
• Exploration of the data iteration and indexing in pandas (e.g.,iterrows, loc, iloc)
• Performing data exploration with different plottings (e.g., histogram, pairplot, barplot,factorplot,countplot,jointplot).
• Implementation of groupby and lambda function methods to wrangling data in Dataframe.
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Numerical Methods, Special Functions, Optimization & Simulation

• Introduction to numerical methods in Python with Scipy package (e.g., Integration, differential equations).
• Exploration of Special Functions and visualized them.
• Exploration of Optimization (e.g., Gradient descent, Newton's Conjugate Gradient Method).
• Performing Monte Carlo Simulation of lattice system in Condensed Matter Physics (e.g., Ising Model).

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