Courses and Projects
NLP Using Natural Language Toolkit (NLTK) | Tool- Jupyter Notebook
Work Performed : Download & Accessing Operations Corpus | Calculate, tabulate and plot frequency Distribution | Stemming | Lemmatization | Tokenization [Project Link in Github] A module of this learning was used on Quantifier research of Hindi language for Conference presentation here. [Slides]
Python and Standard Libraries | Tool - Visual Studio Code
Python – Variables, Scope of Variables, Operators, Type Conversion, Get User Input, Decision-Making Statements, break and continue statements Loops, Numbers, Strings, Functions, Lambda Functions, Classes and Objects, Tuples, Dictionary, Lists, Sets
Libraries : Difflib | Sorted | Enumerate | Pretty print | Bool | CSV | Map | Filter | Comprehansions | Random | Defaultdict | Counter | Namedtuple [Project Link in Github]
Semantic Analysis Using BERT
Natural Language Processing, BERT Model, Sentiment Analysis over IMDb Data | Google Colab [Project Link in Github]
Applied Data Science with Python Specialization
- Reading and manipulating csv files, lambdas, numpy library | Data manipulation and cleaning using Pandas | Abstraction of the Series and DataFrame | Functions such as groupby, merge, and pivot tables | Basic inferential statistical analyses
- Reporting and charting using matplotlib | Design decisions in the framework- Variety of basic statistical charts
- Machine learning vs. Descriptive statistics | Scikit toolkit | Dimensionality of data | Data Clusters | Supervised (Classification) and Unsupervised (clustering) approach for predictive models | Data generalizability (e.g. cross validation, overfitting)
- Text mining and text manipulation in Python | NLTK framework | Regular expressions (searching for text), cleaning text, and preparing text for use by machine learning processes | Topic modelling
- Network analysis using NetworkX library | Nodes in a network | Models of network generation and the link prediction problem
Semantics of First-Order Logic
Fragment of First order logic- Propositional Logic | Syntactical Rules and Phase Structure Rules | First Order Logic