Articles
Attributes and some Special Method in Python
This notebook provides an introduction to Python attributes, covering the distinction between class and instance attributes. It also explains the purpose and usage of the special methods `str` and 'repr' for controlling object representation as strings.
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Encapsulation Hands-On: Advanced
Deep dive into advanced encapsulation concepts including property decorators, private methods, and advanced access control patterns in Python.
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Encapsulation Hands-On: Basics
Learn the fundamentals of encapsulation in object-oriented programming and why it matters..
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Pseudo R-square : Understanding Goodness-of-Fit in Logistic Regression
Explore the concept of Pseudo R-square, its types, and how it helps evaluate the goodness-of-fit for
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NLP 201: vectorization
Delve into text vectorization techniques in NLP, including One-Hot Encoding, Bag of Words (BOW), Term Frequency-Inverse Document Frequency (TF-IDF), and N-grams (Unigram, Bigram).
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NLP 101: Text Preprocessing and Cleaning
An introduction to NLP, covering basic terminologies and key concepts such as tokenization, stemming, lemmatization, stopwords, POS tagging, and named entity recognition.
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Cracking the Code: Learning from Imbalanced Data
Dive into techniques for handling imbalanced datasets, a common issue in machine learning, and learn strategies for better model performance.
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Sampling Challenges in Class Imbalance Explained
Today, we’re going to explore a tricky problem in data science — dealing with class imbalance
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Argparse Module in Python
The argparse module in Python is used to parse command-line arguments and options, making it easier to interact with command-line
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